{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9yZckSXLm9xNdzcy3iFwqs6p6AfBm8HDl45CHGfL/54kXcvg4AKYxjUajtlxicXcz05UHNfOIyMrKymY3hziUvufpkW67qoqKyCefiEmtlV/aL+2X9m+vqf+/b+CX9kv7pX28/SKcv7Rf2r/R9otw/tJ+af9G2y/C+Uv7pf0bbb8I5y/tl/ZvtJlPbeycr4/RXAH4CXRXAGl7fLJdjv5g11orFSgfO79U0O3oWiu1QinLJmmfWtpHBIxWKFF4sQiQY6DWikbQCFf9jqtuR0mJNE1sNwO//dVXlFL41z/+gWkaqSSg0vUO5ywpRWIM2G5guHqJUm1dK6Xw/v0tcwicppE5BkotVCoighahUimlIEAHKAGnQCvYdULvhf2m43o3sNsMvHp+xTB0fPXqJd47Drst1hhyipScGc9n5mlkLj3nsuM8Tnz/9h0xJU7zTK6VrAwZ4c3tHXenkbtx5PY8kipEhJAyd6eRXAqxtnFRohCEdcw1gkGWUctARQNahIPf4rSl73q8c1wLPFPCVAp3OXMXJn53+465FGZjyaKoahn3HCFnFAVNwdbWL9RH8+My9hoQci1kCtu+48XVjhoi8/s7Bm/4H/72a57vB/766y85bAb+8+/+hf/2rz+wGzYctjsUgqpwuj/yD//lvyIi/I//83/g2YtnjFRCrfxv//n/5n//L/9IAoJAEYgCVaBiAEGhkCpIfZjr8mjuViDLMl+XeaspaHkkQ/J04osI4xQ+KjifFM4nYZZPhVzq+lU/egM/ah/bLAK1TejPCe8su3/knOsftd3PowG/bKmVUgullPZ3KcSUqDUvQgW1LpNy7WcRlNLtI7LssywWy9CIgFYKqVBquVxPlo8CtFYYBd5qjBK6TtF5oe87+r6n6zq893jnMcZgjEEpdenTutx/LqV9ciLnTC65fedMrpVUoAA5ZUrJ1FJa/yIoEZQotFZUESSv29pz1nURXO7+cf+1p5XLc1eWvkTItbbFdRkYtXykVhSVsp6vtidZ53F7Ji7P91NTBNrCphCqCFqr1t/L8TkXUi6U0sajjU+h1IfJ4qxFVHt2EYVQEcplTD9+3Xq5o/b0AvVhXB/f94dNHh3+RLmJfFLZwc8I50/f4l++CVB/SkDrsoRRKTkDoIxBRFFKaoIggth2d6kUpAq5BqSCpaIEtCiMKGKauD3OSK1IqaTzRPyXE0oEXUEbhRQARSkQ5kTXd+wPA9o67NCTU+bueCSlSE6BUhJDZxHlLkISU2IKEakVTxPIL18eGDrHq5fXbPue633PdvBc7TY8u9rhnWO36TFa0bmmt0puAjbOgTlEjtPM6TxxCjO30x3jNPPm3XtiTBzHiVQKU8ykUrkbZ8YQyegmkMbSuY4CdENHyoWb+xMxZUpdBChDodAEc1l4KAhNyGqtTCVScoUIqUakFFLOFKWoxkBJbJTCAlIimUqtbTGoFKqqUOpFsOZlqFfl6rRBiZBKppSCoqKATml2zqOtRZzGG41ow5wr372/5eZ44jieESDFwOl4bHMqF7TS/N3f/Tucczx/fk3Xd2iESGXTezZeM+bCHOvDzbQJCBRqlSca8/Hiqx5PU6BKfbpffdj3Yoz8TPuThPNT7XMF90HBPd27Liv3T95zXY6usmg3hSjVeqNAVSCqCfeqXUppA2pU61JRi1VVErVkFIIGSoJ0HDFKseu3GKVRSj0yoStKabzvUIsmK6pQciKlRF1saqst2miyEvJyL7NEtAhehN4ZDruO7dDxxfMr9tsNz6627DY9V7stz672OGvoO9dW8lqopTBNIyktZlOppFKJuRBSZQqZKcyEOBFiIoSRmAvjHIm5ME2BOWbEOMS41h+LxgRDygWrp2ZFFFr/SdN+hVVTsGiY9ilAphBrRpcEuTKnjMoJ0QatgFJwy1QOtaAolLpoXamURfXU+mA0r00hyGItSC1Ns9EEwIhgRTBaY43DGkWVtiCf58AcIyE2l6SUTIwBSqWmTN91XF8f8F1H1zXLxC7z0BmN1UKoPzELF22/zsPVnlj3XqdzUzKPD6rI49MJT///ifbZwvkX05h/4olWDVpzswu0ds2kXMyji4KttZlusPinNC0owtB5jNbkMZJiwkhFdG3mVhWUgNEaLc34Kih836G1IZdmGp3myO2337WVX7eHUDUjVJwVnDXNLM4RqwRvhKvdhr/qnzN0npdXe3rv+OL5Hmc1UiNSMzkcOZeREo5Mp/c4axmGHq013vvm24qAMvjdATPs6PbPuFr8y93pTIiRl6fnpJQ4n2diTLy/OTLNgbc399yfRqZYmEIgpcQ4zmRgEqHUSsrLZKaQa2mTa/Xxl0lY10lWoVCZckAXRSZhsqLWZdKlDGlCgEELaMUGQ6mVWDK5Nh83SvPqA21hzYvdJ0ojCGKapt85hxHBa4VTgpTC8d37tvhKwRpNSRnvDLvtFmsNd8czx9s7tn2PGwbmKXD3/sRm6Hn57DnGaIxSWGtIVHKtOG/ZDD1pCqgwP1E2tTYr4kHqnqoiWdTjY8EsHxNMlj76TBn4eeFcNNrTn55eUT74a93+s77nz166rrewrOAKrQwiQqKZO5dFbnVcliVWWPwTJbje4bThHCIpFPTamYtNJctKrFZ/i4JxDus8KTVz7XS85+buhkwlUbBacRg81mi8tyiliSGSc0Ibg3eGw77j1cvn7LcbfvP1a3rvOGwHlFTev/mOaTxRc2JOhRSE6aRwzjHPG4y1DNsdxhicb8JquwGnNL0oUIpuOmFOt6SUOcyBnAvjeSaGhO/ecT41jUgpUCZCSZRUGcNEBEbaZBKrQYRS86LR5EEVPBbQZt0hlSZoZCqZrBUGwaKgFGqKGKXYeo9SgsIAlSkUYi3MQFhM2SJNaxYFiEK0bhpzAfV65+mNodeKwWjOxxM3t3fkWgmAMZrOaDpvUa7Hi2acAuPphFcK+o4YInd3R2qppBgpJaOUNOCwVlRtQt55xzkVZDWyH5ui68NX9bBhXVAu079Zak3+6oMf/yPQ4yMQyUfazwrnzwnm+gyfLYYf2bk++nx4jWbuKpQ0oSy5rewPiKhaTNBFWB+huNYpjBJqiuSSGjqoWj+nZTE0y4KYakYrTd93GKOZS2KeM9McmGNinmfCcvzGCVoJSmVEQdd1WGvYvNjhrOXqsOOw37AZOq72OzpnOGx7tAiKCDXjnCBYtLRFRGTxZ0SY40zIiblUtDZ0Q0Ebg+sGjBGU0SjRGO852A0hROQuM8+ZeTwyT4EwHklzwEpl6x1SQKGYUkGbTCgFQiQDsSxm5mpjrjbk4wFa54Nqk02WflZKUKqBPqVkqE1nGKN5tuvx1rDtPErg7fv3jOPEfcqcUrtWWM5bapvlCkFJcyG8MVzvtux8x8ZoNkZz7ywSZ2JKnENElFALxAR39yN6DNSU6axuY5ubCyPQ/PbxiNEQY0BbwxwDU8p03vHqi5ektzd8c3NmBayePP4qoO3JF19THhb6H3fXE7/08dz/HHn5pHD+fwX+PG6PBfOnUVrBKksFQk4LWNE6SVuN1pqchVLD6rsjGrxWTRhTINdmxhoNOUEsbaKt5lsiI6JwG48xlrvjuYEv55Fxnhf/CwYjbHuFEoCMUpWuU/S941dfvubqsOfrL7/g9asXOKPpOwslU+JETpHT3Q0pR7wTnHFYrTFaUSrkWokxcR5HSoU0Togy9KlinWOjLE4ZTBWsaFzn2XrFNI7kMFJSZT7fcz6NhPOROEccoJzFoLDKMKeCsYkpJmJOhFJJpTxZHLmYtY9+fBy6WjVKBaVBa4FcKDVf9rdG8WLfs+08r68PGKX4fQncklDnCjFTatPeAjSAVUBUWyS7nr7zPH92zbPthq0xbI3hxmjK+cg8B6QUqgglQ6QyhpFC5SCZjTUYBSUlyO3mS86cT0eUVEKYMM4yjSOnEOi848svX3FKBeS7pwvS2g0PPhTI6os3D/SxrNRHvSkfoLqPz/lz7WeF85O+64cbP9SIH41ZrnDWI+34kWOeHtv8ApZOWAFwaGirkiXIWVdTtoFAXhRWqwX91JzujoRppmjIVOwCIikRtDFobUi1hSfGGJlCIEtFO43VGmUMGwf7oZlEne+wzvL61UuGvufF82fsNhv6zkHN5JSZznO7txKpucUKG44lzaTLiZwhl0IqLRSQciZXSLVCruTTCZlmzrGgrcUYjzaWTVc5bBqCrQCrNUPfoapQQsXryJlIqJlQMzUmaml9JqVeVkWRNeTx4fg+0qblAZVUtImjBJwIVik6Kh0CuVJWhLxEVFU4LTij2HaOGjuyGLRJqJCIIRGXc66XV1RKDCQKN++FdD5x1JpBK6bzmZAzadHQtVRSSKAqVTXzXHRFSSWnRKiQU0JT0asJWis5J1IKTNPIOE2IcwxDj3MOvfji8qgbLvO7PrXzZAGHLsDQsk0trph6hO5+CIL+nNv3F0Fr/2QN+0i9P8TTfiyY63eBS+xKP1qlKhVdMqpmdC04QAt401bzQWm8cfzm1WuGruOPf/gX3sdIVZVq1jtvgun7DlGaqWRKTrwfR87TzDA4uo1vCF/fs7OVL7rK4B1fvHhJP/T8+te/YjNs6DqHNQZqghqY58D9NKJkWQgALRWl1QIqCdM0E0IgphZ6WaJuzfSuilxhvBvJpYEmBVDaorTh2c7w1TOLt57tZkdvLM/3B4KPDKojTJF39Z5jHhnLTBpn8or353rxH7WWprRWgX08ToUnwmlUU6pu+e61wmvNRsPGVmqs5FzY1IxKEypXBgu9N7w8DGyssJkTp5Dp786U9/eECucLCtwg3DyeGUc4vXkDOeGU4BU4Y9g4R86FUps7nc4zIFjfo7VBKIhk8pwIeaQksNI+anmYGGdkUtzf3XJ7OrF//Yqrw57t0GFk8YXrgxH7VBE9ccIeycEaGqqs+vOy7U8UTPgLCOefJJiL4d1MhEe/f0xALyghl/8/xJhWQ0JQtcH7asGCrAj94ty/fvkS7zwb6xvbRRRGTEPUBJTSaGMRJYjWVCClRK6VvndYb+h7i+8MXd/RDwNXVviiFzpnOWx7Ot/RG43XglPSTKkiC3pZKTlRSiXX1ACCWqi1ME9jQ07PI/McCDEzhwyyRhOFVNsKPs6VXCpFmsbVxmKMxVfH2XUUV7BiybkQxkAIkTBHYkjkVCgFRBTGWCqKjKKojI2NnCBqCZNIQdaxWDXmql1XrO0Bc2sjkJsD6oywtZYimZQr3gI1UYtpJqAC7x0ASQKFSG81nWpMJFBkEeZaqLkJXaVJX621hVaMRjuL7TskZkJoYRZZzFYjCqs0RuQSd2yaFMSCsQqtGwocQqCIEFMkL7Fzow3WWrrOQkzElJ/K4aMJXz8inOtcXhWsXPZ/jOx+vpD+WcIpP2v3Pt65ff1YCJ9qz/bbh/9/OIlCFrOqLCZDM2kNYIGNMXyx2fDi+XP+1//4n/DO8/d///e8v7nFF8OgOsQYMIZu6Nkerogpcnu6JcTA8XhPpfLr337F/mqHMYI2imHo2GwHXjrL3257jKgm1ErRG8GUhKsKvaw8VRSlVOqcCGHm/u6umVlhIqfE7e0t8zxzvJ8Yz4Fpqpynh75a50SpDewoFbQDZaDvO3znic822HlP5z3Tdianyu3bO2KInE+RFHNDSFNFac9m58ha0xvHOSbO9p4pJcb5DDkDaUF66gKhPmhXU5umNKV9rx/JkSqJ/XXPrw89KUVCPyJUap7ICZCCMsLhekdFcLdHuuNEjoGza4tFVIZYKu+nmVgqM+0WtFOI1QzbLZvtht559psN8ziT8htSSEhpZJOds3TW06mAk2YhtZtsC7r3jr53GKu5vbulIJznmbS4Bd5a9pueV18cuDtNnN/eL87wh22Zu/LwN5f4aFvU1KM9P1dEPmw/j9autLE1PPKhrnwMJX9wzOP2MQ9zXaFXAf3wvD+Gy9ZN9clmWKhxQGcMV9sdV5stw0KBq6mQ5whF0MqgtEW0RSuLiAZSQ4FLxRqLUrDb9hx2DR3VWugHz2bTsbOGjfPN9GHx10oBEjkINTdaYCmFeZyYxpl5njgdR3JKzHMTzuP9yDzPnE+BMEVCENIKXarFQli4rlrUgvSWJZZYKCEyn2eOdyPRFxSOmithTsSYCSGTUtPGIRbmAnOm0eykkEqliFBkJbAtvSrrylB/1Leapz6nZokl14pVQmc1RRWsuDZoteC8wziLcXadzY2OSAtped3uwSpNyIUzTYsvYG5jca385FpJtRJyIeZCWuiC8vgepTYih+kWYkVpdpZSOGfRpvkXYZ5JpTbftbZ7MsbgnKXvPHMqyzxe5/0H8/kDZSOLUMqjX6UuGNdH5OG/i1n7OW19yA/N2fpTgvmR4y/nqI07KiQqFUOjJXugB766fsb/8h/+J4wxvP/uB6Zp5ts/fMvNzR0oQ2c3aN9hnCeWzM2bO6YwcXN3g3Waf/83v2G363n95XN22w5nKlZXus7S95YhVfoptgVZt+6bp5FYKnchEFJmnGbO08w0zdzfn5hD4P7+eOHCllwYx4mUMtZqnO3wTnO1azE+JYIxhs2wwRjLsN1itGGKMykl7o9HTscT57dn/q9vbuh7z/MXJ6yxONsBmlOIzKHyw/sjd6eRUy7cl0xFUUSTRTFrQ6qVc2wAS5aFOVQL1IyqgqZiBPyihHra90aapeIQDHBlhGsP2vQYf4XSGu083nte/+pruq7jdDwT5kBIgbv7GyiR68GhtEG7rjGZcgttqNBioSEXcq0cc3uOi+1UCjUmdK3sayPtqzKjSuX1i2tev9wxTzPjNF4ET0SoShNT4u3bt5ynCX+4wg49rvPsdjuur695/eo1ytzwz9/ckOoKUz+at4tqKBfn6kEo5ZFg/rntzzNrP2efRbDqh5IJTwTzyRZ5OPbht5VtsZLKVgo2F4qeV4qh81zt99RauXt3y/F0Zhon4hyxvcMYh9EWbRxxnpq/FwIxRKxRHLYbrg57rjYbNr3DmYxVBec03ih8SUhKNBO7wQs5RFLKzX+MkeN54jROTHPgdJoIMXI6zQ9E+1oJsZIzOGswxi50tMYX1iJYY9nvNljrOByuMMYyzhMxRVSpEDP3aWQcM7UmunPA2krFIaKYY2GOhfMcOY4z92UVTiGjQGmK78g0wnquqzZ4UAnCgn7XBrSZ2iaMAfxCo/PSMlc6LTgtWGfwQ4c2BtNtcN7TDwPWOcYpQIyUWkgpoqj03qK1wTqLUcJgFVILo67U3EzbXCspZWLK1NIiI6umtEBVCpEFe6DQec9uu8Vo3SybRThLrUwxkUthnmfGacJs04I8C1prnHMMfY/348e1mzz9o2n3JxjnU8GsPKLzPTIGHxHgf6r9d6PvrVkkn5t18vTgSpW8CHBeAKCmdbWAVfDyxTP++qvXbPqe3//xD8SQ+PabH5hDpIqm3+3Y7K7x/dB4qTkTYuDm7h1CZe87Dpstv335ihfPD7x6tmHoDOF8Q5yOpPORaT4TYmE8p0Yit55S4fbYKHR355k5RKZYmNMSSFUeZT3DbgARlF7IFEuWSO8dzhisaeGalmYGWmuGrsMaw+Gwx1qLcw6jzWI2V97eHfnjm3dM88zt/S0xJr55fyLExM39mSlEbue5kbmBWQypLpS52sIVDzZIvZi1qybQVBxNADpaP29FcErxcruht4bBWpzWvLxSbAaF6zq67YCxnm57wFiLNpaKMM0zx9OZlCNKw9XVnhdX1w2dTY1eiE6Mc8SeImPMvA+ZUyot3a8KRTUkdU1aMICogmgYto7d0DEMns65trgo1dLiUmScJ/712x+Y5sB5mskFYsqoEBinidPphFaaV1+8Zk5c0gI/MiGf4AIrdnb5EfgpT/Mj2NJPtp+Jc65ZCQ+nWlOlPrr/R5Coh9+ER8btpy760VYXLL8uZsblrpa8yM225+Xrl9SUeH97yzzNvLu9JcWMdT3WOrphoO+3nKaJkCdyyUzziNOabtiy8R3X2y3PtjueDR2D19yP94ypUM4j8f6WGgtMtQmna5kct3f3zDFyf5qZQiYUiEUwzuG7DpTCeN0QU+dQqpEYBOisa6Tri3A2uF8rReeaRu18i7/ttzt81+GdwzrH/uYO2ey5vb3jNEfmPHI33jdO7bEJ57jQ5bIokigilbm2zJKS84NNJg/xuAfhfPjYxYz1qvmJ286x6Twb5+msZTtkvCtYZ/HeYZxrWR+mpWhVIKZEiIFaC0oJw9Dx4sUVJWfmccLOisPYYa1mKhWthXMphBYeXjJamnC2GEfLNlrNJ+s1vrdYq9G6cWdLrcQUmWMgxsTd3T3jHIgVikiLL6dMjJEQAiLCdruj7++ezOcnUiBcYgePAO1FY8qDv74aIR/SXR+l//1ZKWMfk5XP5cw+5tiuOZTr7x/j59afPG1lDf7WZT9Z+ODddmDfd0wl84///M8tAyFkaqlECuIMw9UB5zyiFFOeeHf/ljfv30LJvNzt2G83/Pvf/JrDdsOzrsfnwr/+4z8RpxPj/TvC6Q5rBK+Fqgxl0ZghRHIu3Cygy7kKAXXhjtY5UedjQ1xLM3zWbAtvHVortsNA7x3eGjpnL4SAWjLpXYNv+zcOozXbzQZnHV3ncc5zHzLv58w4JbLtoWrMNmNcC/5LCKQQCDGSECKQRS6k7MuMU62PZaE/OgpWy5IEXTG1aU6vFVeDZ3CWr149Zzf0WGmZPfsdbLYtJIUIISbGt+9AFNo2U1tKZtP3+NevePH8GiNwms8NKAsTuRS2hw1drpjNljkV3M3I3XlmTJUpNfAm0/JUz+OE0cKz51t6b3FbD15xPx7R34cGPGnNFAL39/ecpwkUKCNLTLdydz+SjxGz+Z6iHf3+wP7FF2185BH8uditBS6sH5S0a9SmyWutpNwsu4W+/0h423a1oPy1tnjwp7Dcz/c5l2XiU4L5aXO1Xvb5MHSynv9xZObH13mkMZdlXRT4Tc/msGc+n/n9t9+2oHoRtNIM/YC3mm6/ZegHzueGkN6eb/ju3bdc9Ru+vLrmi2fP+bu/+Wt2Q8fBW0iJ7//5X3j3w3fE8x15PnN92PHy2YHqFdm7BgBNZ2LK3MVMTIW5CBFhrguYEXPLBMmFOaaWMrWgj0PfY43lqsC2VLpcGFiTiSGGmdubd5ScLz7R0Pc4ay8J2Ul5ohmIpVCMBzR6yGgXUbkgdqYgxFKJtIz/evGOBEpeO7t9p9wojkbolOAAV8HWBXDTwn5oGvOLFwcO2y01NubTdqcYdppSKjEVUkzc3t+3dDsxKKXZ77cMncftN1ijOd7dcPPuDSlF5jChlGaz3YFofFaN/6zu6OzIaU6c54ec0zlE8jRjtebqsKUfPM4qUMJ5OlNOR3zn6fqeeZo4nk7MMS7CqVA5kwvcn2bGMGOHd1Sj+UIUL7/6GmftE4rxw3x9SD6v0nx3WZlUpZAXUEgvRzYkvD4oJKktwaJWUnmcKPfj9hnc2h97sx8KzodZKB8K6SeF9kem8I9v4iKQAnrJzWwpSHA/TSBCTYmKaoR0rRFjsH2HsZZUE1MceXfzjvvjCamZL59f8WJ/4LevXrHte2oaOd2duf32SImB8XxGa40ZtkjX0w0d6J6pat6PM3PK3NwemWPi5n4ixLLwVFsVgvYphNT8w5AbUb8tcDABRs1MJdGNxwsg1DnLfuiASnGOkgvHeaSmwn3OrYqBamT/jCWIaxkaKbWcxhhJpXA/N/J8LKklAddKJT8az8UkXPx3oSUBKKCn0tUGALnSTFqvoDeKw6blozoLWmVCnck5MkaDzLahqSKItmy3GupaQUKxGXqsM83stBobHLb31CjU3EgBWRr1zhhBFeEwdFilGabIeYpMIXKaZpQBOfQYq+nW2OX5TIyRfSpsSmGzzYjWzCEQYkBE8eLlSwrw/ni6+OQ5JE7jiH33Hj9sub87Mo8Tzmic0aScF0PjIYhXaay1vOSp6sWyW+kxi510IbzUyiXs04S0IfKfap8PCP2Z6V9/Vls1pTSWh4gQ50zJlffHE/fnM946BuexWmOdQ4zFbgeMMYQSiFPgmzff8ubNO379xTP+5suXfPnyBX/7V7+lpMR4d8vpdOL3//UfCOPIi+sDQ9cxbLZ0tvmJVSnOOfIvp4nzPPPD2/fMc+Tt+5k5FAJL0vBiBRQeKGD50aMIoOe5ocynW4xII74XuN5v+O2XL3HOsR021FK4PZ+Y54k5BHJKxNDYP6kIMcslDaCKUMyS/qU1KEUomSItV5M1LLBMoJVrausShJcmoB3gSsWURjpwCgYNW6N4ebVhO3T0DrSOlDoS80SZPbNUnDH0vsNYzWHboUUvqKngnW6Lp1WIEWL2+NhTJihzi+lmqVRVsaqlwpv9hqsNjOPMeQzc3Z8o4wmM4upqi3aGfttRFbz97p6b23ueZ9gXuM4Z7Q3TPDPNM/0w8PWvf9XS0r79nvvTiL5/RyJxf39knk9o13H96j3n4wlvDdFZ5rnFwC+xYNb6UY0Bppa+V7VpzFW3XjQsLb+zucmNJaaUwjr7yWn/ac35M1SjzwWGntzpT17sE7tJS02CZoldDAuBlerWJndtWfhLlYSWQC1M5xM5JToDz/cd1zvPYevQkri7+YGSEtPpSAwB4w2iesR7irVEbUA0OWViCrxLkTfTiTFGbqdICJmxVCKQWHwS2kKyCmflgaOpH6F8F9qq1MadrTCFxPv7M12Xsd6jROE2G5R35OOJHAIlV7IqVFrBskbkzpQq5LwCJ5Va1FKloeUs6guRpD6Q12kxTAV00n7rpQmq00KnNFbDxgrbwbHpHENnUVKoJaKkoFTFOovrNi2R2TYf2Tq/1CtaieHl4pwoFEorXOcpAn2I1FoxyjaNU2ojMViDspoSI1EKzsDgNWINbjtQlTBOIyE333uODwthiInTcaRQ6LoW0tntdihj2J9HRGn67h53bAIlEVMAACAASURBVIymlGCaAqf7e6ZxbJUyFiLIEz6etDm2cAwfmbmLzqxrHabCj7Khl1AapfyswvtshtCHf6++0+eGRf6cmKzQSmsAxGUVU1oafU4abyUXxRRKS2lSLY7ZOYfUwg8/fMd0OvLViwN/8/I5L673vLzecbq75Z/+4XeUUsi5oLXh6tkzjHEU1SrGnTDUqrg5Try9ueH9PPPfznfEVBin3HyshYK55iiLWsauPgjgZWzVQgBaOqQutJu6aM67aeL4TWC76TFDx9B3HF69QmtN+e4H8vHILJokClsFV4SYMnkaW/wwl6Ww14M7IIvQWWlgxoWHXBsSO6imMfva9hkU9Bo2neGw7TBa6K1mGDpePdvivCWEMyUllEo4R6PXXb9ehBGsFvrOLBkmI7VkCnkxAQ21aowz7MweHyPadZScSVOi5EwYAyUn9pueoeshToRTYOsrct2jvWfz4jljiPwfv/sdN8cz7+8y5xmeLfGf02nkNE5s9xu++OoFh6trvvzqS7RxVG24O534/t0t4/GOc6ycp8r97Ynv/vgN5zmglzQ7VR+AoSafLdm9wqotKGrF1Zrw5tIg5lIXbfvIpE0pf5bsfLbmXP9eT3o5+TLpPkYm+ClN++lb+mCfutjuC3S+BpUuk32N0NWlrow2eOuwShOnGSkZI5XOaAZv2HiL00BpZUKUKou53OJxpmvpWI2TGgkpETPcjiPvxpm7GJhDJuVCXtKjLs/75Fm59M26bfXrZFl8qQ+UOL1G1WsLF5WUmMYJasUtNMRSCrJIfsMg6nKdsphUFyrpQx8+XvAXwdSLcLrlfgYlWAUbrXFK2FhFb4Vt7zhsepQCqyqdMy05/JH3Za1BxNB1Pb4blkmYF9+/EQoQqLIi9IVcmkvSskraeKqV8L+MrzUG0WCtxhjVmFTeIFYhziDWtmssfakEvDVUwNqC0S3NMJeKKFlAtCWMpQXfeYZS8K6FXlRqy2hKkel8Zo7pR+P3YbtEGJaQ4TrGT9Iha5uhLay4bqoX3ORTuvOzfM7HgglrDnh9MNc+QOY/fsVHaO3HnvITrZZKmpfCiotmqsvgppZjwdB7Dt2Ww2bgV89ekMPED3/4J2qOfPlsx+Z6x4tDx7a31Dxxfn+HEuHl8x3Gefr9FShDUJaQC9/+/hve3h15dzdxd2q5lOc5L5OnXJ5ZHnXiWmOnlmUBfbC+H+U/tu9VqM0iLNoIxmtyLsRQqCnw3R++QSnFD/13GKPx/bb50wmIEHMixwi1Ypdr2KWn88OwtMn/6F4tCw9ZgVXCdW/pjOL5bsPgHbves+0cfefYbjtyikzzuVkrJVBiauasgf3hQD8MuN1r3P41JUViOLftupUbzakZtGshtBwjec6UIuSlikoOhZwyYZwRhBfX13TOYZZ82+2hB3NoBdacY4qR72+OlDKzGzxGK/Z7Q0HYxZEhtcJmUyz0veflyxf0w0DKDSA77Hf0m4HrqwO3t3fEMnGaZ+bzmR+++YYiCkSjalkWo6fRhCYIbaUVFtBrIUY8ntQthNhKomqtHyirpbkin1JUn10J4UcryKPJ+WidWG6IT6vtRwL6JCD75CxPdn+4j0XzPNZMDdwQvDYtZYj28CVGKIlOKzbe0hmN00IqkGsr/dH1Hm09rnMUFOdQmFPmFCL348ztOHE7zswZptwEqVvuZYXZPxy4+uieLxqTB8K48CDIK3ncimCVUGoz10uFGBOJlkYVtcJoh1G6+SuXhOlWmW6ti7Sasquve+nnRVvq2oTTrH6lgo3VdFaz6zzbvn023tF1jsF7khZqCUtsuWkAozSiBO89Xd9hfIc1vi0KxQAZVIGSH6rttaACaalamAvkVFsuepI2WRfrwFqD954V7jJO45JFWYvtOsokzboUoXOuhV9EUxA8AVVoGpdWfM1agzaaUjNSBOM7RDeiu3MWrULTZrmQQqAo3ZJXa32aIvfIsrvM4jUeKo/mqFIX8GfFbtf5LjQixc+5ep/WnJcJ1k6+fn+K1XCZoIvpe/m9Pmz/qaM/ebO1PbRWFiVCkVaS0i0PsTeWF8OA5MTb3/8zmsLr7RanhWedbzmXAqZUhmHA+T3WO/zQM6fEu/PI/Tnwf/7uB25OM9/dTZxCYkyFOTffULzgc+U6LuboUspjZUKVUp88p8iDf1mXFbWktU/b714aLc5WwSNUbaBfMkWqkEvlNAdyzIT0nqTuUAV2taKlYu1S+WFBsZXWF8wCWa9bKbGQU2m1hHIT5t6At4qvn7Uk41fPnrEdBrSqD8JeWy5lKwuq6LcD2mr84NHGMOw2+M5T9QBo0Basp9K0ZqmKUFsRbEqCmjmdT42HPAWm09QAlNwyhoZuwHrD0HdsNj2l5FYVUFeqk9bpSrfaSLstvsv4fk/KlfMUCDExpZk43rPdbXm937PZ7UAKOQem6YSxjueHK7SxXB/23B723J8ShvGSs8pSDIxascuKVxYzpJREXRkzApUW31RwISYMrkOJ4jg1vnWtrQSNNQZnbattnNJfQHOuttEj/fA5QNCP9vnUIbIe8+k7UrJMwuV06ysDnBK81uQYGE9HnBaGqw2d03hjcFotSbiCM5a+6zDe4bqeNE/M4Y7jOPL92xve38/cBJhLQ2Dzoq2VESzQpzZ5tWpCeXk1wwICXayMVcsvBbRqrQ+vPli2Oxo/1NFKfjRBb55jFUXOlTCFloqWAwWwyjT/WtVWkUALxqml3MqS2bJoORYOb1KZJBVyW/FbulaLXe56z3bo2W83bDcbKIlaUnsFQmm1lYy1KKOw3mGspesHjLN432LJRRmyCIJCLeZbLm2VKHUpM1ObDRtiZJ5npnHidDwhVSArrLUMvmsFwHUjq6dSGwBodAOSEIq0a1hrUMqgjSEXkHrGEMhaEaXinGG7HfBdS2ErSwkapTXG6AvVsPOtltNaqmUtMUItDxYHbc41N648rL6PkI91wGWJYWqtMSku5WfyRR6UUs3ffHBCP9r+tIrvP0MuWAlLH73cyk75U0nvy5lBU6uQUnvNga0KjbAxht5oTI5M77/HKni+9VgtdLripLLtOvrO0fUWZzUYIRbF8T5wfnfP3Wnkn/74PccxMh4TNTZmjKIt1KKaT6g1XFnDbzZtMH3nUVrjfLdQxQwiulH0VjSPZq7N00zOmXGalvemtL5IYSLFgNUaZ/UFORaWbB4FbnDkXBnnQEoFI6Whq16x2w4orTBGo42i73uMMex3W5x1aKVQSjgfz5zuj4QQGY+tIro3iq7r+Po3X7Hbbbk+XNF3HXOYCDFQSiGVjDYa3zdN2e16tGmxZKUVuRbm5dUTIoVmDbpWDSIYSsmkWBrVMcyUFJlOI+HcPnE6Q20ZPko8bTlMxByY4sT9+diycXImlbKEzGTJwVxT7DQ5VyRFCDODd3TXVwzbDc7bRYhbxUSz8JidaybtfrPher/ne3+HA1iyW1gAtlrB0EoOrpVtyupTrfO6rqEyoahCRS+IteL59TUozfub99zd3UGplNRKPRhRn6CsfoZwfm6oZE2I/Smz9/+NSD46O4iGCjm3MoeeVnbEa8NgNLokwnnGecfusMUowUpp7BZn6byn6zzWGmItxJI5T4k3N3fc3J/55psbxpAJSz2uNZnYKjAGtG7hgWujedl7vDEMmy3aWPph0wqEOd+yTrRGabMMmhBj5Hw+k2LidH+/lMVoGu14FKaxYrTCat2qJaTUslNofl3vbKPBxcRMaTmsUhisYb9xl5QoYwy73QbnLC9fvKTve5xpWvb25pabG894PnPbyjXgtKHvO66fX7Pf79jtdjjnkNFQ58Z1lZJb5b/9DmMN3aZHaXUxn8dpJMXYtLZqhHZtNZIrKjVCRM4LuXyO5BiIcyCFSFq4v7JYCUUrRHIzQUsi5shpPHMczwtOsICAuaKVoXdDQ19rQ4WlZEixvYfGDdjet0VLq0v5UaUVyqiFkaXpvGfT93TWtFKaQPONZalpK0tsenk7AI8Q1o+gspUFDJSmITebDdZ3TOPIkfuldE2LxOqfzHpp7S9T4Gv1Levin/4J8c/PvAKNIsQC1a/vPgFNRlHxGnZGs+stV7uuFYLqLMYYhu0Gay0JIcTC3fnM3elMqVDVAFKgCKpA94HZubWa3rcyJbuhZ+cMr4YOZx+Ec9juMdZifI8yDoxBtKWZpg2BnWMjyc/zTCmZnCK1FMLcNGeYJ8LY6grFeWr9V+pSa7VVUZBqiE7ovMN5y3bfcfV8s2RgtGfdbTdY57i+uqbz/tJ7YZ6YJofSjaFjjWW3P9D3Pa//6ldstluGzQbrPUOMxLTWPiqLdeCfWAR5yU1VWIzNjT+LLOaooiioxaOAbb/DKcuUK6lqxCdsBSsKu5iBWqtG6u8t1itCDpQAaIXtesI4M04zOVdiLFhTMZKpJXH7/pYUEiVlnFHsNjuGTjEvhHqlBCUDRrfaT9ZaakmkGKDk5TUP4PQDo6s980CqQg6BUCqhZjK0uGetTwvAL20lw8zTRM2Fw/UzNpsNV4dDi9+GwDiOq+B8ctZ/tnB+TNh+kkH0FxVMuAgnsNTia8m/qjbhrBmvDbvOsh8s17se7x1X+1YxXRkHojiGwBQTb27PfPfmHX2/YX91DZKgCFIaEis0towVeO40+95yvd/y4vqKzml2W4exhmHYYqxls7/GOI/ttyjrwDgwtml7aX5SrgvuWBsXM0yrwLWiWjfv3vHu7Q8ti2QaKTmT40RKkXdvMvNcsWKoRbHZDPR9z/YwcP1yfzEzrdZst1ustez3LQc0xkTOiXn2jKPDdZZ+19P1PV98+RXDMPD6V1+3cMhmg7Z2uc82jHm13qSxdtZMnDzN5JRRpsfWipQEJaPVUkRLgSoeI8Ju2BO1Q82RkAXtM0kaRtCZ1UdbXrLUt/fNxDwTQwbtsMZRxsg4JdJSgsW7SmczKUZ++O57wjzzbL+n7zoO+y1Xhw1vb95z/+YebTRKKlqD9xZjTXvPzeIHK2nArNONEx0LrXbuZkuqMFIhZXQpqFKX99g88jXXtvZZLkzTRMkNANpuNqQYERFubxtNdK148an2J2vOD1HYD3PepD4AR0/ftfmRbJTPgJOf7Mzq1yq0btUPnIPOwNB79rueTeexVmFN4y4qpThNEzEX3t6fOE0zIUO/vcL7Dm17tAkoZTFScaaFZa6codOaFzvP1WDZdz3PjG2Qft9MSO8V2qhWWd62b+3MUkDMUZWmigFppUEuNXqA1DdGDCVDzVhv2OwGcoqE8dx8s/FIjonDYUeK7RUDrWKDwRhNv+3oF9TUO9eshKFrlflcW0CUEnJWjb62GRp8rBXdMHD1/Bld39Ptd9iuQ3uPGLOEDNYKgg99TwVjPKoUErplsSyajzwheb68u1JEIcaggKEbSMpQpwmLkJSQrSY5Q/C6vRrBKrS1DIcD2hjE9aA0IWtSFfopMU6ZpDPtDaNyKXsynifCPHOHIkwz+52j7vpmYS3pWXMIyGL6O+cuQN3K3HHOst30FDQZjfEd/eFAKIW7lCgSUGEtTrrSERdUQVgEtiJLCdFc28um7o9HtLHElNqYLKVtLgSeP8fnvJzog++PFi1iLfhc+TAZ5ieV6acXj0dNLZLcrmCMxhuh7xRbJ1wfNnzxfN9WY2dw3uB7TwVu37zn7njmD9+/5d3dkS+++g1ffPlrtNJY7bAuY1SH0sLBKLwWvt5t2HeO19uOZ72jt4atNdRek/cW0RrjDUpruk5hnOAGg3EGrEdsRxFN0S0GJ8Yjl9xGYfU5y/L6QKsUTityDKT5RJxn7m7eUVJCaqaWzM3bt5xPJ8I8EUPAdi2H0axkc2MYhgGjG2PHaENMqb27sxSqUiirMd7Rb7e8/s2v8H1Pf3VoGlMt7+tcFhEpIHUNoCkUrdJ8KZWsT0hMDZVUCuI9Eu8pqVBCgqJQNAuiE02NCZsKs+koqaPkiVJnchmbD+h1ez/M4aq93tH1VDHcnxPTXEhZk4thnhJKTYRx4u2bd8zTxO3NPTEExvsTRgvXh44Xz7ZQC8Zoai2cz2eUNnRdq0FcizSK3eImbYaO58+uUNqjbI92Hf3+mjEm3s+BqhQ6B8hrnaBHhaQFjG7aVOWG5KZSySXz5s1bTsczh8OB/X7PvTs2v7WuQvHTAvAzwlkWyV5z0da7uQRUGpTJU+3JZe1d/23nyh/QlUTWnLc1PngJrD5pQkWXtATxM0ZgqyyD1vTG4KxGGU82lmwMtbMkpbk/nym5MJ1OxPOIrZWttWytZuN0e/XB6USY73A6Ibaw0dBpxdYrNl7jOoPqLdVaknfU3lCtQxkNtm9okevBOvh/SHvTLjmSLD3vscW3WDITQAK1dHf1zJAcSiSHpHT0Qfr/kvqcEUmdIw5nuPWwu7q6CoUCErlFhLvbpg/XzNwjgULV9HhVIjIjPHwzu3a3977XdiTTCvGXNigtwSGlDcpqlDJom5u2KsHqKavQ0VZzUDU221gdA4oYZLVOMeB0g9kdmcaJeZrQjca0Eqm1WTib7RZjJDiltAE3k0JAY2lNh2ks7UbMWru5QHfdch91wc1lT1qEcxkWCcwplTC2AYoJq5Gy7IhW0uqJmEg6oKLwnicTULs9xjbo0BHjTIoOkybRnK2WoFq/k5I/Ixy71sxY47Fa1xiDio4UHcnPJO9IIWWuW+FCytkjMloQrWVRsWiUj9IJDdF0xiiaxtA0Wq7BaGxjUAaiG4mzQ/kZ5R0mSvFAiUdUo0KpWvBQnqFYkTBnc3YXtsCqJWUSGphPbZ8UTo1kzJNKuQ2mqtUVqSwZKuXcThbSWEwgLYW7Siae957kZxbxVVglQZ4peGqHaAXVCcjofZM8u3SgAfZIpPYzu2PXDXRDL8Rdm45DNxCHlv5qyziN/OF3v8MfT7h3D6TZ82p3Sf/iORdXW/Y7y3c//MBvv/6vKO941k+0JK4xDMbwxYVmv2kxlwNhM3DaDpz2W6xpaU2Ozg6DmLDbDclaQteDFa0qQmlFC2iDbhqU0vlvlT9XUpSbUTcxWx06JloSzWcp+zESfOnGSXhhZyEl825ino4YLd3JrG3YXOzFLCxcRccjbpqxJPYK2q5nuxdf3A6DkGm3rdBkri2klFsKZL+sdMYuPLZ9v6Gu1EBsemL3XJoGBenkFdwkOFo/kWJEX+xpatezbALmBrqGtGgggDiTYqBrHlBxZDSPdMoR0gnmW5gm4vRImhzKB5SnkpT5kJmmogKfaI3hqtnQ6xZ1nMBHdNODUgydwe077g8N3VHTWs3QGuZ55vb9eyElu3uHmR2tT9lqAK8Aq4hWwCcxd8ZSxspjCaJd4+mEHU/sdhtIOxod2bVGqhxC5ZP/hwunWhbNKpELDOHHvpRFL5WkLNW2Niq3X02ri1ol7cvfZ6/5kFYJXUanNZ02lR6jMZau7WnbjqYfUFYxBY+bZw6nkXAasUEIqPu2YdtLJFcjzW+n8YRJgUEnSbso6QXZNZILo5Gf1FpS15BUgzItyjS5Ia1EZpWxVWPW5GgmnVYZrCB/s6ATzspYVC05ygYFulgWSSyXVlt0CKhmRrUzemoqIsVYScab3C5QGdGE2keJLubraLuedtjmgnTh90GZeu7SSmD5gfNOJnlx1Yp1kk5lcAi5GF4rTUwRLepXxjy33BP1VoRT4hQqFdb5lOMWubucsTkdIqkPq6Wg3miFNYpgVK2EqZDJCuZQRbFlgHwiek/QCmMC5BywtbJQFqCC905+3EzwLusKgVd6JddYPU5V/ikLW/476y1yNzzvHW6aiN5LaDOndT4lTJ82a+uz10uapJqg+UpSaS60vtBskSeBOsWYMMbQdz0hBqZ5IhFxwWVUv8ZoTYoZRRESpFCvQSMY0F5rrrZ7OmOJEU7TzNUwcH39ks3zHfvPLri9fcf/+B//hflwYHzzDuMjv9xdsGt7rl+9Yr+/ZNKJ4+nI4TDx8BDoTeJqL4O/HbZsm5btfs92syFuNqRhIPU9sW2xpmdoNhhjafteJk3XYazBNNKnU7SilBWp+iOCWAz7FIM8O50nes7DKaT2qIAQ1hUP2hraGPFtSx88wff4qSszsmpQYwzaNvW7XSdgCW3Er+uGoR4bqJSdMqTn2rO8EuPZ5wW5v+6hWuaCMRqMQgr9EyoJHD/l86SsNVKIJC9aNAVpH0iQCLY2FpU0ip5gFW6/JbgRozXBe7p2hqgYjxOnw4xWCTeLv9e0hm7TMM0G22qUSfg4o7zicHrE+pbOaJQVrG47bEhKcZxn/DTiTjcCxg8yXruLS4YEYZ6xIXI4nghznrtl3VKZFjDIPVsMRkOnJS99vH/PH08PRB9QIdBYy6YfPhmx/aRwplX+sqLN03qdWEVny0pxtqm66sv1qxpgqGvPKmJ1hi+qVcs5kaIELmeMkdC4l4nctC3dMOTIrOQUHx4ecccjcZqlZtFa2k6Y8Lq+Z/YTzk84H/BenqeUEsnkta2E240VszQaQ8rayBpTO5IZa/Kk15U6pHSiXgvW4oMv/sjqnyUOnR9EDbapc3igAVI5fi6XMsT6jFVNY4gfqDI4QVZpm+9PYGVlPBMfF87l6pbfPthn9XcpX1NqFXXQMnN1qYXTOs8FUZmRQEqKpGKNXqaYn5USLlqthV7RGAGvW2sFLhgibdsQfcQajTMqR2YFumiMvEo5ThLXjCggFi1BMhUziqtaL9LZ3IeYsbMSH7C2kTkYIxahRV0mcbalVxTwRWZlhso4Be84eYdVikZprDZ0TfOnC6fYCqtBygNaNSWqMpHpulNa/pVlFKwhxMgxJ9djWbHz4KoM/2py8CSEIBC2bAq3ChojdYT3h0da0/CXf/7PeHH1nOefXXPx7Ipv3nzD//M3/57D8ci7t+8wKXBtFa219Lstw3ZHOwzYrmUaH3l/d8vxeISYctPcDZvW0g49TdOg2wbVWnTXYoceNWxQ2x3WdHR2qBpTG52hbIIKUtpUc7bydiqp+kcpUjZxC4FzEWyl8z51amdTEaqgm1zpoI3BxCjBo85myJ80QSpUlNoKFWejlAQxrK3a01gr2NfwaYKpZSsTNa1ckqcCGxeXJWV4opLCtRq7T2Uy5XFXKhNC5/mTtJwqRlLw4rfmn5gCpe+lpEg0XdeSQsQ2Bus0WgnnnW1AaU9kYvYnrFU0vcE2BtOKVh/dRHSOm4dHDuOM7Tp++dWvMarBqhbvIqejYxwd3+TOAfPombzDoNi0DVOK0nwqT3aFoiltmVKuSCkLYFYy/abn+mJP21i2/eajWY+y/TzNuRqEwt5etGSdTh+xnYu2RCmJNoZSkiHrytNOTbJICv1DlOkgZMJKZFylxDxKz5PtbseLly/ZXuzpNwPH04nf/f73uDkwjp7BKrgUvGnTNTRdi2lkghaM6+xc1tyaxkqHKZM1psocPNpaTNOgmhbTtBgjHb600VVzmjzplcmmrGC3Fp9SL/6lyr6lKs6QUmdmbzEjVt7csp8MgAy8Vhmpokgx4pyTCVLatpcCAWOqSSyLhz7PTT/FR6sF3VXOV/54krb+qLbN9i2JSEpCExlXuUHK3MnWmNJA1LljdgIEbxpD5taNkRDjWc5crAmVrRiTcbMC/FdKS7WQCiQCMTmSCujckEoZOacLXtorTsLOr23H/uKSrhkYuh1uDtzfnTg8HlFv3hGiUFmGgu3WGh/SUjhbrkuJtiR5CZ9WK0N2a4xltxly8UX3p2vOWL9YEPTrAZC1wmSTrTQJLSmRsib74HNVQqmIp0qyrqItNxwLkU6UrmE6plopkDS0fcdf/JN/wn6759mrV+i+4++//pq379/x/bsfeDx6SNIa3hpF1/X0m4GrF9c8v7gkJcXRzRzGkcfHA95N9F2i76QDVdNK/VXUimg0yRp029B0Hapr0Y00P9J2MRtVFT4+EDq0FoHNwaEiqIpFYNVTIU6LxaTyNE8pSkpDnZv+MpUFl6qMVLJoXczC80FPEaKKVegri0IZSXXmrFD9jbQKfChEkEhEFdZTYVlX0mLmkqPMKUf9q1uUNCqppRi9PIdSpZ4EHhiDz1zHqS6yrW/pOgH04wWnao0WM1aJSR/8xOFwi8JzebGl73sBiFiFFPyI1eBj4pRpM1EzSlm0OmLVI9Np5u2bO6bJcTye8C6gknAK6RBQKWJiolmeKCqFWq9r82JU6ni3fcPQNbx8fsEvPntJitJc61Mk65/WnHlQzgiOElVQz4pQlwWiTh1Z+ZYuxHWAy3EzaRdRorvi+5QSnbx7XPodNrblz//iL3jx7AUKAZZ/8/o7/tPf/a2A2VPCatg0wjnUdC3d0LO/uuTi8rmwfR9HTtPE8TTig6NtoGsXbCqZZa/8aGsxWTC1tWcBnzPBKpHptfZbCV3RmGfasgR7arBo9XxS9skptDCLvCzjI76SIoo5DUvUtDzk1TFSjEvZU92eCuX5Oeq5cuCjVPUuls/Kx1TL2JNWAaDC/FeEkZQX5pWfbRRETYpi8oesMVPuZ1rY6ryzNK0VWhMX8c5V/9JmKyaEmdPpEa00u11P03bYRuhJlJGUXQwJHyPTLHMh5f7aKWjwhuPjyOtv3+J8xCVFyNPfoNEpSDoGaFbPQQEm+fy+rvNYA7vWcrXtuL7c8fL5FW6aufO3xPCnCud63MhWtaKkNosnsgp1LLQldXzLhEzkaniqJMcseCoVTVoegFxY2zRs+oGL7cBf/PIV22EArbk/PPLmhxsOhxOv373DpcXssVrRt5qhb9jt9my2G0JMjG7Gk8BqGZRJkDkSCV1hPkwOQLQilLZdhLaSkKpVQCsPztpEl64j5+bpWZMgWIJkRTOiP+Ia6Cem5ROpqbKXcZrZrKuDU+5rNR7FJXlioZ4d8syfrMGedB5/ONs7l4yJdyX3r/KCsrrGIsuLgJOBUquocHmWilVqRp8H3YwmxYix4lqUipzGWow2KBLBu5yXF987hoDWwg0cUbjjUUzfjwAAIABJREFUkWkW7Ot+O+A8eA/T5DjcHzkdpd40xISyrVTdpIQhVeoSk1J2v1KduwLNkDpdoxQX+w191/D8csflfiuVP1oLVeY8Zdb3j28/rTnXQ6GghP91LD5h1qx1qp2FhCRCm4mbUmlrnmdKyhdWtGRlhcsXtm97Xj57weevrvk//vf/FWs0f/z2NTf3d/x/f/e3fPf9mwpeKPPAGsV2sOy3HVeXl+w2G1xK0iSVRLIGHwWYrJVgL9cmuzLSQVkCQR02C2gypoLB13OtiOj6np8+wSqmVbOeWxeS48s5wdXDriYyq9fzEaln1KbQMpjl+a6uI7EIZS30XX26FuD6/soaqkcpglQFc/lUljeZuImcr03LvFke2iKoKT+DAnLQOYiytjBgEUyT85yYRTCbxtK2K+FMkeikI1lKsvjGwYOV/UJSzPPE6TTlLm8tp5PnNDpO/sT9+/ecTjOHwwHQbLbixlgikYghonPDZpD527LQ0BigI9IoYZm4erbj6vKKi4sLjNJYrXApEqbxk0G5f0A7BrVozJXmLOh8VcyyJ8GBlCSMXR361Qyog3emnWHoe/b9wPWz5/zZr75is+m5u70jxsD3b97w+HhknGeSkvZ1kaXhDghbgtFWKjVaqdw3TUMMQXJrQAgJCh1HcfZDrtaTWLz8PDFdlymZFiHNfpYqr2rRpOsJv/JOVu+Wyc4SWFFL8rw82/Xr+rtVC1Wtlqhh/WrdLnjZKrjFlyzCkb/69Pjp6XsrC6D8m9CUXvHFDE3ETJESV9eVteYTtV20+6KlqX6oIvvs+d5r2iYW1FJcBYRy5FvMNMmfRnlG0hTZME0zPiROhyOn00TSLUkZiBLk6VvRpK21QoGBohsGUJo0jpjgGVGVkziQhTKJ1TZYS2sN17sL+q7l5ecv2O43DH1P10oKyDsnmGnO58fT7Wez7xWBLNpNftTZgr6YRCkPkFAT+pSWhG3ZhQykAVTudl4u9vnVFb/+4kv+7Kuv+N/+zf/C+9sb/vrf/Ya7+3v+8O13nHJlibINwTtcDNWcUEphTUPbtGw2G7bbLcNuS9u2MDlwnohmmgKdhU5pVIhS/Ktzp2edK6ytaMyUJ0cBWqTVDRdDTAzTJwiqlbn2dBBEiZy/W2j6l3cXpMtHx0XQCvmc4tOdV+kD2Qet0eA6BLKoSVxAFpOSHvtgO7N7BfGjYrkPk4EjgVhhmEVIC0dOPNfmWXsW7qvKgZWkFpIUQUuZl4q2drcuHcNjlDK46B0xeEHvWGGWNzp7szESQyT6iE7SNyeieLx7YJwct2/f8XgcMe2Atg2tHdjYHrvdMHze4J3ndDmRksK2HSEluttbDtMJbWb6aRHOnLalawzXF1v2mw3/6p//T1xdXNDut5iuZRxHpmni8Hjg8fDIPE7itKiVtfRk+1kEX2Uq1H8/GL+6HC9/VjMp+5OKSnce42rysOy73QwMbcerly/58ovP2e92nE4nDo8HHh4eeXwUmg3nAwIHX8w6pYTnxWhdWbpj1ojee5TW+BAIUSZjzCaPLhHXbHYnkNpFJRQhZaqrVHzTSnP20celzv76xOOsC5v6YM8zvfrEBP2xrT7KooXz3/pjspaKKf7Uifzp86A4C/7BE42eLYllkSo7P31qixZXitxRO+N70zLblNJCYbLyN0swLYRADIGYVho7Sd1p9KC1xXaGpulyFUrieJSmxjEkUS4p5bxqIOLRKdEahcViBllAk9KElOg7g8AQOowVwfQpYZWhMQ192/Dq8pLdZuDZ5Zb9boC+A9vkVFdZDGWRWUcqPrb9BPBdHpGhVJj8xJYjACqbJaIxZEpbY2i7Bh8C4+RYt+5QSRA6//TP/5w/+8Uv+Bf/7C/5l//8L/nD77/m3/+7v+b9+xu+/t3XjPOMy/7G7AMuFlYERWM0g9X0jaUzDQbN8XAUUzYh1e8IgmSaPN6Dagx909EaS6oBRVUBH1EpAgmfIjZJH4yY1Mrv+jlbqiZbtTKhasRUoyYfCn05R4yFs3elU1UJRKk6yCUKmYqlks9WCLfkmMVvXhNi69UVfOS+sq8oQ/rx+y4Iq5giKiTp27KYEE8PKN95kj6KSNfpFIMA4UlobYSloO1gsyGFwNj2JJ+EJGwcmedJqj8QkMY8yXU+f3bF9ctXKK2ZRjieRr795jXz7NFtx7bfVGLrNJ+YwonGNmybDtta+ss9ISXuDwfmEOCyw0WL0zuCkoiyT4Hddsdn16/Y9D2fP3shneCM1BI/RssUhQTcOS90p15QSD4L6Y9tP9k8tyCAFuFcVtuiRcrjXpt7ZabV71aXZ5XfSjJAQ9fStQ1Xl5c8f/aMzWZAa41zjvfvb7i7u2OaJmEwa5o88JlCg8WcNdn3KAGeGGLuceJJq7sIsUxMqYwxSq98Zxb/TJ/dNU/n7o9qtbWUJc6cavWR1/TkveUxfygIqlxkPsfTfaqg1s+LQK102ZPDLvewRJnX97jcyNPfPtw+MN+f7K9+dE95r2KPV+dNLItZXdRSEkoX70WDxoXdTiE9coztaNoe74M0QjqOjKdZCp9Ng8lRX8H2JqKTFcg0jfD6NoaYElMjzA5Rt/gUCFaTtMLnOXix33H9/JKh77m63GO1IXnpEZtCAVKkOu/KmITwjxDOmmBNeVVdT8z8b8iase669slWfmr0kek4k1LKkV6pChv6ln/7V/+aVy+v+bNf/JKXz57x3Tff8B/++q959+4dX3/9B1IImW7EcMxt9ub8UyK9G61pm046WglHVL2Y2TlcjAQXM4vdJCFwbeibntZm9rek0bnMSzeNFEZryVSlkAjRkWwiZtTNGW747MmlfO4yWT78IT0RlOzQqho2zTHo4kcoapqkLHaktaDlxUWXSodz7f4xhVcIptYcUIsAn61CH2jxWuJX0h8x1ADNOoJebk6eUc2K12tKJZUS5LvWWAn0zZP4sDh0CgTnK1HY7BzjaeT29pbTceR4PBF9pG+3WNtydfmCy6sL2r4nxp53N2/5z//1v0grPy3uxDw/yJWpjH9NeZ5mSlAbPc22R1tDd70nKXAqN+61AlQpabftZsfLFy8lmpyEpuTh/o55cryfGk5ei8/pIz4plG1xaebuIFQ1P7b9tFmrylMsk01mxdk6ulIDZdVez5liDkWf/U9EKbXW0Hctn7285hdffMHV5QV93/Hw8MBv//7vORwO3D08YLViN/QoNClK0EGYhPIkyyeSYICWFSvnPVKSIIMiSg9LF2puSaOw2uQOxmXSZ+hbxsaqAnLOd/1T9KApFe3zcf2S5S77ZiuxLt9TZPKoIn2KmjdVT44Dy2frh50X0sqmnwU+pdUBWMzr9RtLwHiB8X3gz2bhK+VlKfMgleddviRTR65nXQBQf5YD1zxqAW6UCLgAU4IEd2L210LEB880SV2raE4pU7PW0vUbtpsr0W4BjifH23e3QGJ3sRPe2NxoSOgpV2CI6HNljMUQMdpgugaMxhvZNxhFzJhSZRs2mw2b7QCJXBYWGOeJcZo5njxHb3DOSX+drD2lp2rA+z8xldIZKfUJhBoseTpYpZV8qT2s4fq0DFCptZOErfy932351//yf+bZ1RX//J/9Uy73F/znv/tbvvvjH/n++x/4/uaG4ISESfKkEr52PjAXvCVglaqBIJ2Z7h4fTgQ3c7+VVgGXL55jGss8HTke5bNOST5VJaE/tDq3DMzVGzFIXZ8xjWhTbTDakHKtZp28SrCtMUmAQUDvqUa462oVJU0TUxTtV/J+pVj9TMSKeJ9rthLXK/onpVXxwMesRFafs0TWn2Jra1XLRwDSa+u87C+v5yVkIm6CPyrvSIVJWi5WrXydbFXJM9AZYxoFMZNye3ZlqosSMn5Y/DaHy4tsStB3A1pbvvjyS64un/H8+kv2l9f84Y/f8Pe/+3ve377n4RQxRtMlS6Mtm0HMWpufspB3RYa+5yJH94deCudLJziMImqV0WMImkxpJh+4eXgk+MjhcGKeZt68ecfpNHLzqDjNinmeRUC9l99nh9eGZP/EaK3NZk8KUXhPVhMyZnMuFnNXrVf3ZcVevIhlUlkF277nz7/6NdfX13z+8hVd1/L2hx/4j3/zN0yTY5xcXWNNWrRxhXWtps8C9Nak4JnGCZUi42mkAPW1EjaGcRxJ3tOoDH7Ic8eoJU9WGLllRV7KqbSSwViCODLpUoxCGZlyoXAVSqrVkQoVfIx5VuocRS8kxllrFvO0/LbKca7/Kz5p0W0fM1tXVmr95WnOtGincgxRXOUayr/nnu1TAS0WlVgZi3VVR+hDu1++phagRZ1bZaFAhLbOpRw8KRVL1V9L0DTC0Hd1+YzrFy/ZP3vJZv8C9/W3fPv6hsPxkdOcaFpFSAarLG030FpTAQU6BHQI9F3LdjNgG+nArbTGKwkSKi3Y5VJ/m5Qkz1xIuNOEc56HhwPjOPP27kGE80FaCxbhDDFKG4aUhPTNfPhcyvZp4LsTe1g6VEnCX7Sl4BJRuVtvsdVSyiufBGNiNnNSyhpTw9XlJX/x1Vc8f/6cX//qK/q+57e//S2PDw988+1rjpPL5U+r1Tpr3rWZJT8LPC2Wm/Yh872uYGd58z7IA8oR3LymrI1CygnWWqy81vey6VUhc1VQF020OFRSZVPN41JbVy+gnCcLKItlumgctbxCDUR9YJauPivnWFuy64DKJ7e1uf2BeZ7qe0s7gbJgrM3WEqqTJVy+ouqt1OvL/kmKpQtZElCId8TghDMolTOoSqCttZa6S6V4/uIFm37Li2vpwfntDze8/e+v+d3Xf+D79w+44HDKonRDMA1eWR7GGauh11KS2OfSvzb/oJSkXEickHk+Gy3dxzpJj0jyxTGHyGkOnE4j371+yzhOvLt5YJodxwmcz+Z5jAtQQmth4vvEUPw84cwR0JgLe0V7haJyIKccgNwpatEeZSC0hlYrrq8u+bd/9Vc8e/aMr37xS0II/Ob//L/43e9/z/dv33GchBai9F1MIG3TV4Ium0wCKdYtkVlPCjmUH9fmGjkvJiaFz8JZhHClB8+uWRUTvexz9v5Ki62/DIsGiAmlRKvqmBazcrV7DQCdqbly808EcyWg66ewFp+1r7hGBv2cXOmHWznO+iR5WazvFYzSIpQFY1uslrUO5untpqyBcx+VYol454hhRumIKVVMKuexs3CGENHK8Pz5Cy72lzx/cc1+f8l/+M/f8f/+7e+4uX3HD7cPaKMwncWYLJxa8ziO6BRIjSEZTTd0NE1L23Z0XYcLnuN4woXAg5/xKXFCEZSi2V5gB8UcPHNUHMaJd3cHHh4O/PZ/fM1xnLl/9HifavNko6SipWka+r7HWoVqzD+iZCxklrK64gqbdwo+t3Vbjdl6AFerozFyUc8uLnh1/ZzPX33G5eUlRmt++9vfcjqd+OGHt8JekBO1pSO0MVKzV7l0IE9SdW7mZWGJrCb7ExOQlCStMjtiiGcT+lx3LqZ4/SlCWnykes5F+9aEfqozTny4atrmU5QHU1+pbBJn41QFcnV5Z+8vgrooyo/YttUDfJokWV1rDSCxOt85vG+xVbI4puXzj28fn3TFSC7UkIIOSmeasy6WqcxBj3cO5xzjOHF4fMQHz9WzK6y2DMMGay1//PZbSK/5+ts/8ub2PY/HI2OINFaoWXRrcUnymib7mspaTGOFFLzrUMbgc0bAxYiLkcnJ62OMuJiYDw7PrbSF9DA6Lz1cx4m7k2d2SVgYlUJXtJREehXgQiQqMaP/5GLr4EU7qtzA1FgpJhbeBfE7XVqiTSXGUcY9JWiNoW8sv/ryC/7NX/0VFxcXfPbyFff39/zm//4NNzc3fPv6tdTMVT9WoFGtMtJ6LkHyJbmeIWtK5eBSgUooiditZkEpflX5gvzsmLJvsDLOKFHCOjmzGaVXGqdcF3AOhVN5spFLh/JEVtk8q2GwJ7Ca6odVwS1m7aL1PhDM5dZ+1na2XxZmdaahUyXXqtd2vkKsXotwrq4xPd0v42wlOnB2JSsjpGKQyedOGXjAKupbsFjBO3ycmaaReRw5HB65ubnBKMMXX3xBa1su95eQ4D/9x7/jzZt3/JcfTvzhdpKuYkT2Q0+zv8QYxZgi2keaJMFE1XY0Q087SI9WbTQuROYQmUJk9pHj7CXoM06cfODNzQO3DydOHo4u4QOMPgk7fASUZtgIzxRhRhoIe3wIxCQkYyYlkvF/unCa0utRLfWAJUJ7XkaUVgpB3tO5qHi73XK523JxecEwDIQQ+OaPf+T+/p6b21vuHh+Zc1S2zI0aUyluDMvfMrp5bc3XttaeKAFML4JVrj2J6ZtbsRUNIPuv9OT619WxF0QPeaJnPbLSZCrl/F5psa6ezPWzLVXhW/zElCd4mdIs7+V9nn52pree2rj1VGstvF4EPty5CGrZfRmMHznn6q9zZPFaqz85T1oEtPqZZ356MXGjtFnUhhlqTrDrOowyDN2AVprj8Yhzgbv7I3cPI6fJ4cpipExOeVgCkWmUTlUb7Wk0uXNZYvaecRK9M2mFjzGj0KL4mQbabiA2CdSJ2Ucml5ictHCYMx1nTNIs0MelICF3XsSnhCkLdg46fsSeqdsnhbPfDAC5qU3EzZKgjaSltFHJs/Q+lDmLUtA3wmb3y198wVe//BUvnj/n8vKSb7/9lt/85jccjkdu7h9xIdT226ZEwgr+FQlbxwjSQnVlylWTVqKsKn9XKy3MZ41UxSstec/gcwh+mmuhrNYqYzULSddiCldeH7048IW9oESoF99R8pI1xbF6Tcs8/WBKr93KGoRZmaa1BnQlmE/12rkofGqTSZFSWWzLe8vna80GCpWLF9aadRHNJ8iWlYX80XOnJ78nFkFMUVjtU4ToSNETw0Tyjq63tG3HeHhgnk5YY7i+vsYoQ297pnHm7//777m/e+T3395w8/7AfdQ4Mo1JY9FdD13HPE1898N7one82Ao/7dV2oG8bwjxxjFGa9cYgY991Mv+aBt0aroY9SVtev5+Ywj2jh8MsrB8OhRjLPQnNaQalIkbLYu1DwIeAVgkboSFiI59YvH+SGnMdXGAJu9cD5ojharKWfpCbYaDvGrabLcMwkFLi7v6Ou7s77u4fOI4nZuckArwa7mIUyTBm6FOSlE0sWpqCP6neiYx1OVZeIco+VcOXABGrQuAze0vVv+uRiwbNb5Tz/MgULI/qnLKkHlB9sP+aSWnJZayGYL3v+v5+tnFbDl004moBWJuz5Xz1hE/3WUveyjbP2rhGzinjkJZbWn2nFnonnmhM0Zopt54oO6VUcp+Z8E0rlBXtFGIQMMI8MU0zIXdGK+AOpXPTXyNprpAik49EH6SxVFkQ82IVYgY6hCDMC7n3Y2pbkhFW/aQbMVdXdoRCunInDEmJN+tTyTFHlIq5tHGxLdasGD+2fVI4p+Dl9KpUa+THn7JYFnMsZToGrbnYbei7jl9/9Suunj1jv9+z2Wz44zff8N/+23/jOE68f3gU0zgLSQnuhpgE55ivOcbIcZxoEDIrUqrpHBnpLMCIGTIl+avNrR9S/rzkyFLI4WytsFa0ZlrBsFRmglN5EuuilfNDTFlrusx0V6LYOkeEy5LxNH9XaxOLCb0yT4vcpqcC+RPa9gwmud7hp7YycVeuyLnQr3dNq9e4VurFLq3SlqdhHo+VwNURSou/W0zlzP6uYiRFBzHgphMpBqyBpAzH4z3ejXg3MvStcP/MME8zNzc3At87nZj9TGMjmw7uHegAQ9dxcXWBtppxHjlOE48ukoIiZpimbTvarkepWSwfHdHW0G8Gnn/+OcpaRqWJWqP7PVEZaWVhLdrnFiG2oe/3JGVwWEJM3I8jPgSmOJPwYl2R4YI206v+Y6gxI+Xh1hHJ/y8HVNl/k14fmqHrGPqO3XbHxW6HtULdeDge+f6HH/AhMmeLyKyuK1vidQLqrKlDlC7PsbRcS+mDOVigZGuTO+brLgs06UneUy/RUZmYH2qsj5mQa8255F0XgzNVYVu07TlE7ulqqT74ztp8PZOH9d9rtM3P3eqBF0tnQfgsmu78O2vt+lR7LvdfF416zEXjVjLyIqBVcKOYzkkIRZayr5jpUmNuPzGRgqcyrSdZbL0vOWsZ7VojHxQ6iFnbNA1JpYouCnmSFfpQYyzWNhACKgioIKUoAjf0kGlNotKopiEqacarlCSNBCNuGNqOpDQ6Cg2OUeDzPcXsAtRFt5C7/WM0ZyxmXA4EmcbS6KaquhQkCtVay36/o+s6Pnv1imHo2fQ90Qe++e41797fcHN7JyZFWuJ4ZVLGHGJNUiAgprHRxJjwXszoOS8JkRUR8GrzMTBFDwo6k2hy4CpmwY3Zj/VeAs5kARZf9rzsapk/BXSxVPcHIJQ0SuHJQaDdVSDz8Uv6iYoqWVgVqrY8M6nz65MizKJVYxX2tcnNauBlwEph8tr8VnkiPd3OzpQWcfvQjE3n769chbrwoaD4jkSIhTcyk3SV7+VKkBL0IfuapIhVkUBgPD3kpsIHgh8ZxxPzeGSaZo6HI41tef7iBW72nI4ebY/c3x2Z5pmNavC2ZTf0bPuO++OR12/eMTlP8IGm0VxeXPDicuD6+gXXl5eEwyPhdBSe3ODph56+H9CNUJ8EpZgixOCwOtKZhNdCC/ZsN/DrP/8SHxLv7h8Zpxk/R2wKnNDM2LpIaW2qNRZj/NOjtQWZU1x/bYRRnJhQIdU24FZrdsNA3/dc7vf0fY/ShhgCd/d3fPfdd4yzr12Dz4a8+nJn3hclr5HyOWLGoFZ7nUWTrFFLVomwF3jhGqRd54JazMKYv1tthKpqyzWKmaYpQIiPYIxZ+VxPfcwiQGsfdC1RxWQm1zdWbf5k0NTyrJRaFjZ5VPl5ZM1YzdUacl3tu/KVzj6oN7MIYt3nTJuuzNKVYNZjFlM2v9YIdjWNS3Q2Aw5SYB0UkkhBxLsZN48EPxOCx80Tp/HENE4cDge2G4lr+CbS9x3OeSGNNooWQ68bWmtprIEUeXw8SeQ1P+eu79gMg4DWNxtc8MJlGzxOkZnlM+N/7jPqXIAQpRGvzt2wgU3b8OJqh/NROmknT2cSQUWm1TOXhTOPS3GDnloqq+3TJWObnpQS82mSTsspQQi1vKbJTOl933O1u6BtG8LsODrPD7e3PJ6O3N7fcxxnfIxnwl7MWCWzkppDiSIw3ktQwGrJY4Y8mFGlvJtMHbOepWWy5chqzOaPcy7jMkVzx5RyLlWKZW0qBdbFP1wLyepayQKiVyZJfdDURaCaeXU6F017HlhaC+dCKk0tQK4XUVI4eYvrr65uu540T4BzUPrHtg8dhHPTdXmvLl9PTPr6eV5pyzMQwSsmaqCSTKeEypozBmEgSNnnjD4wjUdCcEQ/k6LHuQnnRo7HRx7u7+n7nl/84kv6bmC/3+F95PrlNcNmwzQ6+n6g9xsuQkeyWkrRVkUbFmi15vnlJa9eXHF1ecF+v+XoJtJ4orAhWq0zARwZoZRQcYbo6G3ictMwWMvFkPjs5ZZfvbrkcBq5+WFiiidMcJjoSUg0t/jbMUZhr49qhbP++PbpPGfXyoN2rlZeFB5ZUILOaFo2/cB+2GKtwbmAC47vXr/m7e1tLe0qGFzxB/OwVrdpPQllYENu712pDvPTPdNyas0GUDSxmIWlEl+6Rnkh8Y2x7lc0pk+RQvRfZvwZ8qhOwUWTqJVQfiAlnE/vfIsfEk7X83EumGp5FmWntD7HWrhZDnP2x0oon36+5HjzMdI6f/pEMNNaMBeNfFY6tvbjWb6eKDnMxYcsGjJlkzblcrASoY3RZW0pGixFLxxR88Q0njgdD2w3Ay9fXtPYlr4dCD5K7Wbb8nB/FGoSN3DyHWOYOfpJAk758sRH1Oy3O64uL9nvtqKB25bZSE+XlEImqRZ3xdRAqIM401nYdpahhRQV11c9r55tuLOJRjlMnDDRoWM4W9hB5mOKkaQLFcifWJVyPJ3qiJjGoPIqpNFYZejblovtjsZa5mlkGqWXyewcbpwogPsyQStzfbmeqp2StBWoY1wQJaWub3VzVUxUXpkXoITO7fB0Jn2OSbTlPM9opc5oCNUTtVNIok023dc9TGrvE61qr5OPOfRPI6hlWsdi1ilVBWPRnnmpO9P+qh7wzC99si2W6AJ2/4BBIGu184Um//uBFlwd+yzYVb6VPrqvHGsxl8URiIvvuXpNFEFNVSgLk14MAedm8TWzSfvwcM/pKJ2rbWPpupbNMEgjKWQ8urYlBoQa02iYItE5xtOBu8M90zjSq4RXZHJoCRZZmwl40mJetk3DMLSCGGosSStGPwmUbx6l16mGTW9pm56uHXjx/IJtbxlPiTifCPNJotAUlo6MC161/bC56fAnFOenhfPx8RGlFJteQseyckgOyGqTaRkuSDEyHk/Mbub7t28YpwnPkrMsq0fMY6hW/MwgH6zHXKB5MnuFDCw9EU4odL5F9JUSrhzpiSHCJX5oYBxHWRyqcK61UhY0o2vfE2OkdrN0EFMrIRWTWa+EamXe5kOvp7P4q0VLFf9zuc8PxkatfnliAn8seFA189pPTittt/p8QSFx5it+rLJFvnsumFWsVxqz5JDPr2kxg0tUNqXFrF2/FjRQEc55HvHzxDie8G7m7vaWh/v3dL20Yej7jv1uA2jcJNHZru8BAZUbY8RKmmeODw/cvPsBlxKDSngNR8mC0TSGtrEYpTLMUsapaxt2+y22yxy3RPwkfXXm8YibZxqd2A0tl/sLrq6es99fsB8sxwcI0xE/HgUERBZMnYv6tVxj27Y5u/EJyeSnmBBStpVzFYfEZGRyJqOZU+RhGokxMs4js3eMKTGrhU/2zKxdRm9BkcGicvIsXP2aB7j+kbc18DyWdZqFwVakP4SEJ2WyKLmmoCDoRDCKoBLiDQnMS2uL1S2NbmjQNBGpJokRpQMa0cY+Fi0oQilMCkJzomKF26MVYRM8AAAgAElEQVRTyZUKDUqxBFQidx8ro6eqOV79T8hxlxUMrPjEOQqs+TCgULp9Vc15Ztuem7vrv1fuajX7y+9rarKUa+xSlPy3lFQmDBKdjBQ+n8AyAxbhTuQOYsETnSdMszS0nURjpukE3qGdx/iA8QkTYDA9+82eTbtFWnEoAgGfYIqeKQX0pqUNW/zjkQc3cfSeKaZaMWWA3sBgFEPbMLQtMQVGNxKI0GrspmNztRMWBQT8HpJQZZump1ENyR7w6kRsB9TmAtf0vJ8jN3PkzsN9gCMw5WdmEzRKBLRROleolMX5T/Q52yJRkycq4fEx1oK1BGt4TJ7Hh1tCEFqGEAQIELNJubQx5yygocJiyj01ksrfS+sG+VHRVF8XhTSk0eQWcQLHC1rWP+FSNUxzIuhAStK+bkZ4YFTu9zCZxEikVaBtizUdgx3YmJ4hWgav0TqicRIcMOL7TqEjkWpI3GClgVCyYhaEzHNrNEYZFMJMDorcMzc3OFKkXHKX9CKcukSl87xeREhqJI0WaKJExsozLrjnIgiqrKbLc0SWvgrPi3mXepK0evaJtD63KlaGpLJi7qnp0cQYadTIwEnyj5VKxlfNCTklFQPOj8R5Yj4dmR4fCPPM/HiU4NA8o2KkmQMmRLo5Ms+a590ln1//gmG3xzDgUmSOI1OI3PuJKTqaFzv2lwPj2z/y/fHI/TzzkHmmGoSzatvCVad4vh242m0Zj/ecTiNoD7uW7sWeq19+xjRPvHl3w+ylLCxgabd7GmVINxNHPbHbPEe9+JLHEHn94Hj94PnDlLibBQAf83kHFK22NFbMWasyzFR/otKan8G+97GtTIJi1oQYMoA4rtbIrNnWDuMyR+Tz1dwpQvlRG3zli/7YVgHyac0/I71AF4JO2S8kUDHhQ8J5jwtB8q8xMU3Sf/F4FIZ44w26MRhvMbEhGYhtj7Rqzzdg1te23JBkDBJKr8z2DHUrSNmifdc/i5yklWAuz6HcH6ly1T0Zn/V7K19XyQOQ10WAS5Bo7VsUv7jYASmv9GfMIyzKv9o7NfebKlQvBTFrgxMS6Pk0Mk9H/DgyTxPJe56azd5LTlJrQ9d19MPAsNnQNO0ZH3GIQZoCI4JA6aWiqmFd9bdR0FpN2xhsjinEKHxEjdU0zbq5cOE5jhhjUUaRtBVwe8zZBIRwehonTtPEOM/4wuy4cl2q9VTiFD9z+7RwPjlQYV6LSYqta5I+00cU5vCn3/0xLOo/ZFPraVgnZ5kUq0kEAq9LGWaHsOyZ0go+gXPyQ3BC4oRicgGN4/UP72i04uZ9Jz04+gbbWWzX0Awt7eaC7YsWbRoa26J1IqalY4wi64mEoF9iQAcEgbIqNUuFc9ekhb/VCL9pKPjQElmtz1KmWgiJEARUYHRddlB1Ki5+oZjASZj2lF4JkpiospiFIvFnAlqKm/MfJFhQWKk0xo31/BEqnQdJoTzSO3SaicFzfLzHzRMPt+84PNyjYkCFSGsN+6GX2IUXAq/74wE3z/Sbgd3VJa+++JzPvvyCyQeOk2OcZx4fH4ko9psdSmsO08g0O/quyx2+5doj4ABjNNv9wH4/0DQWoxXee6ZpYjNccHmxY7vdSo4+Jk6nkZhgd/EcbSyHKTA5ocF5uH8gxcR+u+M0zrx7+47bm1u8E7IxI4UsNNpg1BLLeCoXfzII4aMBiJRIERRL2VgpIVvZYD9yQD79+Se/uLqGlQpRTz5NSRaRSH7VuUlCjsSIPyX7+ZBwLjBnkl+nIifvcUCMAWsMXWhpvKUJLS2JoCfsPGOMTPDSEjBBblSbqqh8kGBO578vC8xyl7EKCSvtls3RFcqguOFn+jpbsqiU+5Tkp/XBsBSfdKUGn14fnD3busCmpQZUpZSRUU9dFLmHwmwevKREgnNE54Tm0gm7ui7PILd5KOMjvMQJ20qhtGmkd2pCmjCHnKZQSlr/KWOwzhB0EC1VeH7yFUXkHF0ngSVtdM4ayBzWOVijtZC7xZApd5TK0XsLhQUwcxgBWGNRKLzzeO/r46yhyrM4wYea81OK62f3SikHKgiZFNLZ34WFb3XaJwepB/sHC6jcbNGcOV77wU3JZAsxMs2OqDVNMUGSMOOFiPyQtZtP+GMC7bk7jIxmhnGUiDRing37gXZo2ew2bPd72kfH3Qi2aeiHDdY2bPd7GtvQ9husbTFWmN2WyG5ulKgWEJ2kD6h8LCqVn4TOTA2lakLn57YEiWXBMTkQs6SFsvWQwCuVF015OgUqli1beV5Jwv3WNCgF0S9pjVRiBqWYvrgs+VUp8eVMxijrqISdLsi5gnOMxwPBOQ73twTn0NGjU2RrW9rNrrZm11oWshAyBtY7aVysW3YvXnD57AqvDd+9fYvz0jFAGcNuu8+VJy0kgde5kGiMomkN2urKPmCAtm34/PPPePFsz7AZajdypRVNK711Ukrc3z9wPI150TDyfLRhPI08PB6Zc8cCoyyd7bDKklxAhURrNdFqZi/PXlBL9kyTQ3G7nsrM+fZp+N5K7a4ZAdaQuKflQYuoLKvChzm29W9PtPNa5j7iq5I1SN1tnULIVxJiQich9w0qZsABH8QOfZ57kxcOUWIijJM05YniB80q0gVPUIpkG9qoCPoR2zT4mHJJksW3AbREEZOSGtGSP0ss2r72clqkhsWRWzETVIVWNMtKk50Fd7K/mJ9xAReV/c/GJKWPLI7rVb1EeleDkTV5KpZStQvkMFot0emYz1E4prx3BDfjppngHZ2S71mlUMZWzVuei8qLaUwJtAiN7VvaYWCaHeMkQUfnA00uBzPaoLQhxbSQQyuVwemqJtwUQh6w3W7Y7rbZzVly1YWbyM2OaZpxzotpjkTGldI453Nf17jyJQutZ3n+S+v5lO+pVC99koztI9tPas4PDvBRE0gt/z4FeH5sKxPnp05+9p3Ftzy/gGyiZeELKeGSaKbJeWKCcfZElITFyzfzJXrAJWFP81pY4aMPPJwmZu9pHyeaxrDZPbK7fJTeHcZibMNmu6NpWy6vntF2HfuLS7p+w2a3Y7Pd0XYdw2aLbSxDHNBG07ZNZWrQSqFCXiG0CKlGkCk1MlpSLSAmlYo5SFugGFkjGr08DhaCNJXv82wIi0DlxlIhFnqQXNqlVW3cVErDykLsfciwSGkJLyV8EN1I8CNhnnHjKJHXSapJTBLLRwUpDwujw08TTSO9NW1j6fqOyc3cHw4oYLNvUVoTlOFxnDIuW9EMA7tnG8kZZp4esRYSQ9tBFCBB6WQNIpytgm3f8otffMGLZxfYxhC8xxhD3/diNivNcRx58/pNru2QiLtWlpgUb9685fX3b0kBrp+9pG975smhk+Zqd8k8BbwXtr2u6SSab222elZcxz9z+8nmuWei8IlAUwlL1L2fXoM6e1lkN78+jdqe/7Fmeyv7L28UTVhA8iH7a46IUgHnpbI9xJR9j3zUIqApB5GikihgiNyPjtPshN9WwcY5TsFR0hfWWDa7PU3TcDhNdF3HcZwZNhv2uf1D76UTdxOkO7aJUm5kQNgXIONMyR3Yct2nyWu9llxoxSKnWDVLjALAjkWYyHWnmXKlwnNZwyXXWrZoDWHiT3EJ7BiKr3Q+/jFJkEsn0YrCGpDLt9yE8yN+mpiPR1SMmJDrNVOOl4ckgAMfiC6A1phW0RhL3w9IjlcAH23XoYyUa43Oi2ugNaZp2e73QsodqZZDSonGNAQbsdZkc3uxJqyGvrE8u7ri6mqP0YkYA9osVJsohXOe+/sHadUxbKvmJMLD/YGbm/cM2yt22x2NaYVnC83QD3RNJ6wdAUwr3baTWqHK8nP9uQL605qTcyGt7xfTtopIrkUsmvbnqMafcY3FYCgExurph/k4VUBXH0dE8GbvKyLJWpPNrlQdd6MU2rYYYwTJ4QPxOInvmuQhpcnj7kdpvhQTSjseTwGlDW/uTihj6frvsU3Dfr9lu9uw3+95/vwFm82GVy9f0vc9z59d0bUtu82WtrGVXkUlMnJKkbwqkQ55NWZRgSkRgsfHgNIy6cQsLg5pzp/maEgqwpwK2iprMaiFvsn7bIKXouilcqTUW0obDNGYqeCVS9Q+5j4yIeBnx3g8Eb0nnoTAO54EztYbTZPRMu1mmxEyisPhyJt37xinidc3b6U5UfbXL66u6Ddbhs2GzbaTjmk1SCY5WZ9NzRgyx20KkITztgE2reX6suP6es/zZxdcXOw4PNzg3UxjLa2VcRjHkdNp5Hga6bqey35AG8u7d+8ZJ8f9/QPjceLF9YYXrz6j7wem08zh4cC7H264v7un04ZkG+nMF5MwxC/eQZadolwWc/hj208HhJ58fw10fioM8OMrw8es4Y/J7/q9M++nHFOxCoB8KIzVp2OJ+s3eV+1hM6wvZg1RGPy0bTDWYpsWEwLR3OJWx5mnwMlJRY7JBwuMRGDk/RkKardp2W5arq6u+OwzoQIdTyd22y06JaFwMZa2mo+rbszFO1UKkqnak/xcU0rE4PHBY7Qi2SzIuc0DqlBoqCVyHQuHTVxC1ZD7mCJLfWa+U2npGJ1CgOglbZIrLCCn0GKgFD0vZXeJ4DzjaSRME+P9A9E5/PEIMXC5Geibhsvtju0wEGMgRM/heOTrb75hnCZujwdcCEwxEIHPIlxEaLoOY8W/L36zIJQS0zwTfViZCAGSR6eABYbO8OLFlhcvdjy7umC7HXi8+4F5GtlvpfWCYmkpeBpHjG3o+oGU4PWb9zweTjzeC5t7P2y4vn4JumEeZw6PR27e3fB4ONAqK0OQlAT8cpDgPEulVgL649tPcAjle00SnSjh+eq0k0HdK5FaypTUuVB/5LeP//2j0Ifl3yTge6mmyMDu9aHUygFXqpqBbdvStA3xeGIM0xMaTQkIbHspk3t2cYdWIkhD14EWGhYDdGRa0BDwMXB3Gpm95zCOzM4zh0AcHeHuQOAt948nUkpshw1uHNkMG04PD+w2G3abgb7vaJuGrmtECGvtaqyBEUpHMHIgCEn3uFmEsoLxva+aMwHex5qwdz6zBpRGTvm5lY7cpWNb5gNAkdCVaVEEtpizbp4IcWHQL6mP+XRiejxK1+lcDVQG7ng8MimYTidaa3PQyHM4Hnj//pbROe6OR7FqWulZM0+O03HEXwRUhmWWxECBk3Z9L307TyPBFQ4ih0oRA+w2A1/98ks+e3VNYxWkIJo9BNq2Ybvd8PBwz+PDA+M0CTDdWpTShBg5Hk8cDodKYieNsvIyqkSo39/echonVEoYpc9ciaf9VYt1WbiOfmz7WamUpydZ+luW554jeDWiex5E+tFKhg9U549faBHNmvpTS2BDopx5ZVI591j8FyUV5wHYbAfarmWOiYdxWhV+i+PfNA1Xz59htGacTuz7luvPXnH57AqVw+6tUmyNIEuO88g8O/74/fccTie+++Ed9w+ekw/cTgFzmHj99pZN1/D2h9ds+p63371mOwz88osvuNjv+OLlS55fXnKx39NcXUp7ECOInBDEhzRaTNsSXazC6T3jPMnDyHhctUq8J6hd1ZxzzPNc844ZEoUGGiugbKsF99kYTWNUBSEkYq7wCfjxhPeex8cHnJs5TaPUy+bcYHAON03ZNxXzWOXrubu/x08jwUuL+pAZ6aZ55vFwYHaeu+NEUoqrZ5e0veZ0GIlJ8ezqRa6iV6SwRLi01vTbHaTINM/45IlxhjCjk5i1Ly72/Kt/8ZdcXe3pGg3J473DO1eLN97fvOPNmzfEkOi6jrbtBEHkAnf399zdPTI5Vx4bIZQJlzgeT7z+7jt8jPT9FmuM1C/nRa3UW/xDcpzwM9j3SHCGkc3RuTMKjNWKkOd69gkWvtUiwpV97emW8j9P5LPo0Y+ZwDWErTUqLkZ2CV6VjwtAwhidfQydTcos1KUcyErApm0aNpsBUmS/33Gx36MzM3irFdvcKXoXpHlrspbjacR0PfePBx5Gx+PkhI5zmtBGMY4zKSTREMcTjVIc7zeYEInzTPKe1mhMY2i6VgJEVmBkKTMeJiS4UNsXgDiqZwtVDgjl511SCipFNAJJDKTqi5ISyTuhX8nmrIpx5X9K4MRlRoLj8UDwnsNRGPpnNy/J96QoLdxVqeEkoXJB9TxPeO9Fp+cFLmSTOKSE0prtdgtK03V9Lq2yWGWlpDATwJX5UBbhGv3QJboKhsTQaq4uWq4uekH/DD3ei2+sSRitxEVwIqjee5QS3iFtDM7LwnE6jRzHUbqaKaqbMI0zo/M8Pjxkk7VqDSrEtVzsR+bvmcx8ZPuJaK2qUdCUAwqfqv2rT+1HNKCux/zUirES+ieHVECpe9XZU1O5GFuS42F5GIrKVC8rf6JrLbtNx3RqcZ3G+4R3kegd93fvUdHTNr9mt93w6tVL3HzJ9WevuHr2jLZr6fqe1hh2jZV0SNMSU+LudGT2jjc3NzwcDry9ec/N7R23t7d8//33zOPMw90jj/HI4Z30G309/J6+sbz96ld8/vKaX3z5JeH0KzbbDVcvngl3zdBBMiTnSEFLX0hdxiHmIJKA7k1OpSi9pBaWEU7Qt5LG8F4CKCEwn6R56/FwxDnH8eGBeZo4Ph4YD0ecmxmnE945jqcD3jkeDyKck5sruRYkOtPS2YbGWrpWWkemKCTQFaighN5yMwx0XUfUM8RAMpqgNU3b8NmLV1jbVIumHwZs22IwhCkQtbRs1NrQ5PM4NxNiQFmN6Roaq+hUZLhq+OxFzz/59XP+7MvPURrev7/BuRmjEn1rcdPIw90tx+OBaZro+w3DZofSlofjkYfHI29ubri7f2R0wjflQmCaHd+9+YFvvnvN7d09kNtQ5qivL5DWEtT7iNaM/5g85zq6tK7fWx/wDD20+uLTky7Y2PRxi7bu98FVUCPBqHpRChYTLweIFoBBUc/nmriYg43R9G3DTCA60RZz7sVRmOC0SmgFMfPXSNBUo4JhSrFGdv9/6t5sOZIkWc/8bHH38AgAiczKqupFpuficCgy7/8OczEyV5ShCA+HZ8hzeqktFwCx+WLLXKiauUcAuVR3k5z2rKgAAh6+mJuaqv6q+mtJ7/LAZrMh5sxunJhCYJ4nttsei2E8nsUe0ocyjROEwPFwYN917G+e2D8+klKk6zt829J6K9rdC2C0tB/MyxqobfKMKT7pJfS2Hqd1+7pAFvqQODOeTkzjwOHxgeE8cHg6cDoU4RwIYWYcT8QYOQ/nCgIVzWydlX4kvqNtG7Z9BzkTokBqRTiNCme72dBtNkL4DRjfkKyjbVpevbrH+0YskgxN2wmfj/OLdVANNFNzeU1eNGhhO932LbvdlrubHmcRlHkeCdMsMWZnGUfR5iEEzeQRXzdnGMeJYRgZx5lpmsGIJp9j5Hg+czgd2R8OnIdh0ZgsllopFuATSQh/GyDE4mte01G8lDn0krhdo7dr8PfzFvf6GOL4F7KoimYC1jgcUnuXFUmMMWi/TEPOmpCeDcQAceZ207L75g37/Yn3wwM5RJ4ej5hsmIYDoTVMw55xHPn5hyPvfhJTs9tssBgcTtL27m5x3mG6DqxlzgnnPTe3t/hOulU55xhOJ/rGk0LAzlEykM4Cmjx8+EA4n5nOJ05Pj7y6f8Xv9r9ns9vy+vtv8V1Le7vDth66FrIWgHsH0ZBzYWpwGm2ROsoUJASiFWliJRswKZLihJ0n4umJ8XTiL//yn9k/PfHu5584Hg48fhzYP43ELEn2xmasS1hnpBCg8bx6/YZus+H+9T3b7ZbbdsNtu5Fi6NsdKUWG8UzWGs9MZg6T5CxrUXTxg71r6Nse71tub+4wGPaHo9LLyHq8u92xaTc0rimuXp1fTdtgkyEeI2MY8TZx0xn+8Lvv+ad/90/sdjvieGScRvYf3xNj5PbuFusa/vLDDzw+PtFvb/jmzVuM81jrOQ8TP7974PHpwPuPe07nkW++e8Vmt+Nh/8TD8cTP7z7w48/vZI45SdMMmt6YlG3RekHcayyVBRD6m4Tz8+bnlWC+oAqLYL4koCUBrITvVidlvePF5a9vZuXeXv+ky5f8sAbEcoIkqV+2a5mHicYaYi1BioR5IoSRFKUtwDBNhJCkd2N3phRV+6ZhTlHa0W02GO8kpmWMxOmUt0baOTi8c6ScsaVyx0hqWYyReZoYTicO+z3OWQ77PTEntq9uRTv1nQA+TcJkWxe4bCRVUG14vclKRVbHoIKCJosZqWl1YRyYzyfOhz2npyeOT08cD3tOh4nTcaqYrXOGppOUu7ZpabqWm90N/XbH/f1rdje33LUdd9o+7+ZmS0yR07kh5UjKgURmUuGUPFNHE2YZV99xs73F+4Z+s4MsiSTzFMTPSxnvGuk2pziIPFpNblANlVIipoC10HnHzXbDm1d3+MYT40ScJ2LQ9DsEs5jGkePxQNttleNWsOqYEufzmfN5IIQoCLITMujzODPOSmY9zVKm5hu9tKuiBLPM25cszr/erC0H0hIgLhIP9OHXnV4+6VpA179nhDcI1otArvK0voCchWZwLeBJM09iqalMCc+KGkU1vtFUGZMNKUykybLrN9z0PU2eyWfPNCf2x4idZz78/Bemk/hErXP8+MN7fv75UcIodgFffOPZ3u3IxvJxmJmidE52zjBHaRkXSi5miITzhCXTK6Xi1nv6pmHXb9h2LcYazuez6P+c2d3eYLuWzXbLXWNpY4dzYEmY7DHZkWnQRnbYJHduNUDkjJO0P11kpjAxhYnxfOL48JHz8chPf/kz5+ORx19+5Hw8YcNE7wztqw1vbnt809J2PU3Xsru7o+02vH77lq7vefPtd2z6Lf1uKy3ajWVrTE1MmOaRcRogKWuDyWrKGrquo2kbXQwDxjq8bcQ6wpNyxjc9mIBfachxinR2Kb3KUTRrQuK+4/nEeD6x6xp+881rvnt9x9v7G6Zp4vHhgwhSEoqUeRwIk2UaxcxN2q8nJmnztz+d+POPP3EaJrpdj9/2mMYTcuLxeOTpcGKaI77viCkzJQGT2mJ+myRgKtRw0rXG/Ns0Z0VfV2oxv/B3/fxLgrm+QFUez2I+pZBJ9l0On1ZSa/SPOUO2iZQX37M03blYQDTcQoqS62kNfdcQu4bdxuEMDOeIzZHz6YBlpvWvcc4xngYePj5VbWUs0oy18ZxnCcf8+eHIeQ5sOkvjJYc3KC9S4bYyMeONoekkJGI1llZeACEEhmEE80TOmdPxBMbQT5OYsSGCFgnnmixvyFhJrVOfx+QyAXQhTAJ6pXFgOp8YjntOhwP7jx84n06MpyNhGiX0YAybzmOdp91s2GxvaDc9t/ff0G22fPP9b+j6ntfffs+mF8H13tPlzCYJOHMeToQYWK3YYn42Ld47Nv2GtuvEapi1biQrtYySTRnnaiUSKKoaI01eFvJClRKTsPWV8EjjHDf9hu2mo28bSb4fzswhKIJcOpYZEcqqdHItup/mwP50ZJwCrulwVha7mDPjPHMcBjFbnSOZSIwSE65UMzUem+tziNqDpZi3f7PPWQTqS9tLgvn32urZi7Wm15TIWGXfKxPAGBbqDjLZGLy3tM5gciTOI54tm8bQv77j+1dbjqczf/rzj5KxMp44p4lvXt+x7Sy3W8PrG0EcvXP0N3e8+c3v2fQ9r799S0yJ//Rf/42n4xGsggBaXzhrYS4xQZCi4m/v72is5fj+A2EY2B+PHA8HuqZh04o/N84Tc4xsfv6J/rSDvqGfJ26cpSu+TKkfsw1LK3AJNWSTSMlAyoRpIkxnpuOe8fDEeDpw+PCe4XxiPp/I88hu07DxFssWqQwpZGyGeZyYQ+I8JaxrePd4wDctd2/f0216Xt2/Zrvb4eNMEybOw5mnp0dCmBmGIxjoOo/3jvv7e8ym45wHhmFiQSAM2XhylqQJIRE3ZNWQxhhCikwpkCfgqMTOXla/eR6EDOyXXzgc9uyc49W3b+i85enjB87DwHg+kxACr5Qy+6cn5hDYbrdstluabqeZTqYm2WM82WSNWcI0jGBmKago8wuJoRvvyMYwpYiB6tb8LdtXAULr97Vz+Sn06e8pmMuxL93RSzY5rbKwVtLPTNZcWkFrvZOO3ORIjglLonWG3W7L/c2O/f6J8fSBYRg5nAZSdDikNm/bGW56QXgbb7l/e8sf/ul/ZXtzy29++ztpoBQDHx4eGLVKw7ctTdcxnAeOh4Nk5MwzbdPwu++/x1vLHw9HxtOJcRhJ80zftaTY4kMjub85s/n4kWGe2L15RTLQ3exoug7rtDDVGzAK1VsZi2ySMtvJ0IQgSQHD6cRpv2c8HTge9kzDmTgNEAJd4zGNp1G/bgqREBLjHJkmKYweT5No6Ic9xnluD0favufbYeLu7h4XBuxcmtu+J6UIRJw13O56ycTZbmkbMWejIt6Sjie5SSnDFLSI2km4qqCg0SBgS5jI5xlnoXHCyDAPJ+Zp5Pj0yGn/xP3bt9zf3eKs4XTYM0wT8zRhrGXTtkSTOZ2ODOPE/dtv6Xc75mQICSWLM8qzLOePSVykOc41lFLK4xKJZBQeRtqCXG6rIrwXxOJzuM5XaM7rI758sM9pzhdzbV8wdeX9CiBavlB2vvheDfeYVVICFTNAQh2WxjtuNi3bxtM1jhxmTG5onOVmu+H3v/0t4zTy8UkCyrvthq71vLl/hSHTNS1d23H3zXd8//13bLY77l/fE1Pi97//HTd3t4wxVsr/BNzd3pLffkPjPLf9lsY5dl2n5VQTT7e3PLz7hcPTE847cJaQIvP5xBBn4s+GzWHL5tUNYwh0Nze4tpUqB2fJCPGazdoNDaljzRkx71Mihsg8i7l8PB6FVGsYiLOUS1mDsBEARCFMa3xD23m2xnFvG0KGIRoShmg92Th832Oc52l/5HAcOe8/cH76oGEMK9M7SV/Xn396hyHz8cMDN7uedtPRtC1dt2Gz3WFdg+96EQbfYIwRgMVKUoi1FuMtzabBmkxjZER1KLYAACAASURBVIH1JpBjwM7CN3zbdri+pzGQwsw0DjUkU2gqUyEX15DWOE5k68G1YBs1aRPjFDmNE+dxYowKUCURzrKAxCrEkhBRMoIECFSYPAk1jjQmMBfcxl/SrF8Qzs9pwE+HVX6N5rzMN9SJdS2gi8xV97FeRQFkzQKPrXuhiOZ00mxpt+Wu7+icIc0TNrV03tA1Pdvt75nnme37d4QYuNlt6NqGt9/ca1vDDdt+x/b+G97+/rfih726J+XMH+aJ4/nMoGRhJyV8atuWvu+53d3wv/z2d1hgPB6ZhgGfMo/3H/g3kwhxqkBWCEHiZmfD4+lA1/f093cM08ztm9d02x7jLM47Uo5EE3Eu4+2yLEnWk0jpPEdt9nNmv98TxjPjMEAU1NRoCRvAeB6JMdL1WzbbHd1mR3/zijnBsQTgjSNhGKMQpL37+MD+cOKXH//ILz/+kdevXvH73/5GYKk4M40TP/zbX5iniZ+/u+Nmt+G1tobc3b7i7nWk6Tb0OGzT0HRb4Q9upQLFeS9x1L6DNGNzxMYZmwM+jeRgsaMjOMerzYYuJ1or4N/peOJpf6DtOra3dwuiW/iuUmIYJ6ZkaHtHs9kQc2SYIudp5qjP8TyLoTKpuS/InNX6YVEKBY2PQZkivBRop2CkamgV2VhK2kte+svbFzOErrDUKiHXRu76FJ+r8L78/Grt0AOtswDLsUsisbnWoIqIFbrHAv+j/maGpVysadhsNmys8JdaY5jnSWr62gZrDXevbolRQifGWra7Hbvtrg5izplpmsjG0g4D2Uggvutams2GbGCr2kqqXBp2m56+78T0ThFnLfev7/HOMg5HvBck2BkJiu8Pe+YQhHHfWqapJAMEJQaTKvzCH1xY6sWSV+pLa8lZEgSMs7i2kcoOa/AmYTO0VvZPYSbHhHMNYY5sb27ptzv63R03r94wxYQdA1OIjMczUwicxsCs3EvGWXZ3dxj7W96+ecMf/vAHTE6E4cw0DIRxYjwPbDaNhlG8UHtiSFGsH+sEhCrULtkakhEuoGwlI8gidCjWJOEfmi3JGEk3jBGbE47McDoTouTBtm1L23Vsuo6QMk/HI3OQRH3jvGjBONJs79j0W47jnoenJ/aHI9McmUNW3looGXNGeaNqSwmolTmxhq+czt6FgLzgIhdT/q9P33v5fRGdZ5GUKxP1uYA+E86iMcuxrjWmasaUxX90RhnMSmMjOakKsKxQ2ZbBhHV7v82m4+bmht5KSMOZzOl4pNu0bG97nOskPJIzx9PIHCL3d6+42d1weDrw+PGReZ7Z759oxlEAKedovKSS9Tc3NF0H1iEVDZKD2TYNt7stZGidVOB7B/Mw8Or+hqeH34sp2TQcDgd+efcz+/2e//rf/lV6m55P4CzTOJFCwmJpbCPdrxovlkHbyJ1GJDk8OTIJ1zT4rqXb9iJAKeLSHa233PYbTM6c9k+EaeZ0PDNPM7vbV2xvbrh99YY3337POEc+Hs8cjid+fvpXadjzdGSYZmzT4NqG737/O/r+D/z2+9/wv//7/40cAqfHD5wPR7Zdq/7uiTjPtM0G7zoMTmLI2eCbDts04D3ZWqJ1muwvwuq8JH7YMOPmjIngkpPigDCT5wmfIilH3j984MPjI/ev3/D22+/oNht2t7ccT2fe/fFPDFOg2e6wvuFwkvzYu29+w82rN/z0Yc+f/vwDj/sjp3FmDonZSA1pwpKtxVkpXYs5kJFFgCREd4JSg40S8nl53i+y8rntK+o5r2zNFzViDVywTnZ/iUMI3WeJi7wkyAWEeg4E1RSula6WsrGF77X4moVbN6asgiLlU0YFypqMM0nMJyvghG08GXBqxrmmwTct1nmhTMxSIhQztPOMyxnrvdyRhi2cc9ISIqOUiFJDWh5gRriHjMns7m6x1lTh9G3DFIXAanf7nhAiTdPW1DLnpF9k4c4xzuKr5sykHGSFV//b6H1JzHKDM9CQab3jZttrSlvA2Ak/JxIW47yAPyBjljMYi3GOrtsQM2xjxncR6xusd+xuem5ue169fs2m35LCTBx7SJn7+9d0TcupaQjjxM3tLbvdjqbd0PRbuo3kz1rvyd6TrcMo257V1hrW5ZpsUJfyVRlbaRk4j6Ny/EhWTtt1WO8JURgxQhSfszEW6zxNZ8AJ1akAUtJNfRhnZbNXNFnHEoqJevkq+63N1MI8sczty/cvBUG+mn3vpUyf9VbMTqt29LVg1vflqNRU+BePm0tuwUWYtSR2F6nVs0h8alWakxDWPZNgmAM2w/F4Zu8cN29EM1gj7HVN29C0Ha5paLZbMIYZi50mmn6L63pcN2PbUcrNPrynbTupUmklUcAZGM+So7q9uaVtJAncOunsPY3iz43nMzknNn1L73pubqXcSaplRHPevrnn8fGRKSfGccT5lqZt2W1v2PU7+k4oMeg62EiKYNN4majMUm8bDKnEU3PPFujalsY7tm1L13jud1tSDGTjOZ1OTDSkYSS6hnOEdJ6YH/ckDAEDzvP2+28JMfE2KR2MIpr337zm9Tev6RrPptuQ5ok8B7p2w+bfS2vIpw/vGYczr+7uhB/WN9imxTQtrt9JpUrbilB2ncQ6CxlECtgkMdEsNVukOBPngdPhieG45/DhHePpTLaOfrvj5u4V92++YZgmHvcHjqeBcY6EBLbpaDc9m7stxrW021tOU+TxOPDTu0eGKTBniSFjpLbTWLm2bIx2vRN+IZ2ugMFZT1a/v9ZVmktlAkjK3xegma+u53xpuygRYwFq1vDwp3IIqxl8/fkzFPfS131+hMUkrmlqFJNW+U9jJtgk1PrTRIiF89TivZNcT99I0rMSMvmmlR4q1iNETw1tt5H82DSByVLhYS0xRoX9Yy2xSikiQWq5sNIdu4BW0nRJytAcomEb52jmjnbT0Y4b+u1WO6aJSSeNesRfs0q5iTW1v1KxNC6GWzl5rPeQJYm86VphNm87TBTwxYWI8QO4SLaWZKygs7n47BKqatsOl6Ex4u8VTbLbbum3W2kMVDSJEW3TdhuS87KIOUu/29HvdhIuaVpwojFxorXlXfw6a1VjZluzbnJha4hByvLmSV8zMczYvqFtF9KulDPjNDOFgHFeGt/6Bu8b2n6La3uCcQzDxKimbIziL2rJOWsamKVsUp5llb280p0rf29tcK7zev4umvOL24LNXHRc/uIXrrZnObiqMi/BJjUfChRbTOpcVnLRrhUkMqI5c4o8PO1hmugbz03b8uruhtev72m6hu3tTsihlY1g5zf0CdKcOM+JbnvLze0bxjCzHY6EGBmGI+N4IpNpmraSH5dSLOdFIxuztCfcbHsw0LTNUuBsrZRuhZkxBYIB2zbcv/lGawwtzjfc3NzR970wzaPQfZrIxi31rLWmzsgk9w6D8OhaTTg3TUOylnMWMmx3c0/X9HCOxJnFzO+3dDe32q1Np2gPGCP36nw1n13b4UxDCoHjLL7lNE7CdK/1qJu7WzZ5x83tLdvtVk3ihohwzmYl8BLtJIULJpcOMQaHMM7HEEjjSNjvmU579k8PDMc903QmpZm7uzt233yPdY6nw4H98cTPHx7IxvDq9Rucb9ndf0Pb9bz69rf0uzv++f/9V/7lv/0rP/3ygZAMEbkGDKSs14JM7lBqYQ2UnGanc9WuiKqpC9vzaq4v0WLC1yS+f0K6n5uhK/Tmy9LJ54KvZRCWVL+8+l45/MrWpfDG1XR6bF56XEXtNDVOM4ORUqBpmokp41RrWt9gtK4QY/Gt+F1jGonzRNc29NsbbJiYbGaapU1dKohdWlX9p0ie5cqskglb68UCLFkvSjptrIAeOUlgvjTyLQx01nussTgnyG/RmqXIWPyuMvaKVZvFPzPKWgf6u3WiqYwhqlYwvsUmML6ROKO1AsY4L9cLGGVNMNqrtOtafNNQyLaycheVruQpSLhC1gm5Dt914vNuNviuUx+/hZSxUdB1oxxBtVljrSpa1p11L89S8D2HWYjNTaZpWzZ9T4hRaGPmwBQC1nm23QbfdnSbjYRwtlv63Q0xZR73B87nsdJiGk2CFzxD1WMu3EyoIijXWGbloiILjcmLxR+fcRHL9lVo7YVq5Mso08UxrleMCkhf7nN93OJeS0hEeHSK6ZpySfeG9UpQ/i45l1TzYlKJPg0zLkSeDmcet0farmOcIslYUMbuEDOohvO+JUZLwuO6La7pJV7aQEw9221PxtB1wtLmVHiMFfDINw1Nt5FnWi7SFnY80QKFsyAaA95jvMe2LS5Dt93igxRV16r/LD59Qa2jihhZkxCsCkLTSEMfMgRbwSqsJTnJxQ3KOj/bhugNN998S3f7ijCLuZit5TCMkvTfiNAYJxmvwzjANFS7xpgWa1tSlJYFYGg3PZDxNmGNYddL/xmZ44ZkHVkTDHrfKAgl/WLyLJ3KvFFuoyzUvjEk0iQME8fjXvKC40wisb3b0jiLbTzjPDPHJC6Mc9zc3WF9Q39zh287bu7fyLNxDWOIfHjY86e//MjD01EIxo3DNxsxaaOSxdWZq05TzrWkLev8jSFwQcDtTGWd+7X5AF+X+A6L9voKubxWnmVCrf9+faB8dfwF0VWbXvlYhabdrM6jlf/1qMrawFI8FTNEA3NIjMo1cx5GfYARosNG8WeCppN0xilgkXFJM1ZcgzOGrhEGgM2mAwzOtxK3M9p6wUosz/lGtUteci3VKSx3X9vt6YRFY2jGOUGJbYSIZgAtwlnKpwRTNhRIzlggC10HRjR37b9ixfkRqpNMnBNZTbhkPe12R7PpGc9DBbCmEHDe4axk7hSuIilMX+yfkhmUC2+QMWKRCI4kxQa3O7q2kcL2GGTiWyNocteRsyFEYXqwRmKRNmsTtwxGe6XmGIWNYRyZlGgsm0y7aenahuytkq9lfZ6WbtNjvcR6fbuh7XvaridbR4iJ0zDw8PjEcZgJURD8xollEOVBVfSfOueKXEgIS5LbVx29AZRF/3PhxU9tXy+cL2wvwTzZ5Bc+f3bkl8+TP2ERF3MMqO3M1dypTWmp3mf1N9c9eQsjZAamOXA8n3l8OvDu3Qc2u577tsE2HtoWYyzjHIhMdG3HdnuLNw3eNmSED7U6tCCa0lh80wlaZ9QMslYBLVNRPiN1X7VHQGlBF4Mw0U1hZopSD4o1GE3Nk0qGErTPZVjwzqpAiiFYJlBJU4spEQoDntFgftOqYAk7XjYWkxJhmsg54rsN1jVivWhJntXc3RIKslaOUaw9mztsbuUJ5Ih1hq7VrmY2Cyevld4l2bmq4QvgNs+BhQNQ4tnWWrzJeJAigvOJ4XDg6fGB4bRnv98zj2fGeVqoO61ShKgZ23YbUgaXZLHo+i1N13Fzc0fTbfjzTx94eDry00/v+PhwICQBATFK0oUllTCdCplzRrrLKfAn41RsPS2R0/kaWChNf23O+d8HECrbCiktF/ylC/qUYF54lMZoG3mkBiAvMVXqe0k2WLSSGh8X/VEyQjJ9Og+0hyMfPj6wi4HN/R3eGHwr3ETTHJgT7LZ33Ny8UudVBM0xqwIsxrVow36zEVNYM0XEdNXFVbWOVMaLqZMNxGmSukblop21NCoqD61xFosANBmj/EFyf9YYau5dMaUUrIilw1dKYj6r5sU6rFfhzGruWiURC5lswVlH00jao/eiDWOUPNkQRhlls0IpjcGmBpNavdmE9YbNxitRdpD9nCUYBaqw6gI4aWA0SpjEWlstA2PAI+GuMQSm4cz5dNBChb3QVU5n5jBhiCRFj2JOTCHS+Za27cgYPBbrmupr7nY3+LbjcPgjP/z4I+/ef+Tx8YRtWvymBywxSiFB6Y0u/5WFSog10MLtKpxGYHOnzBSxduD7hMh8Rj6+0udcHey5J6qfr01N1JEu5W326gt29cVLEGmdN1uRegw2pqULs5F3o6EWSclGazmz/p6rMEakP+NoLN4YYrOB/hbb39Fu7/HtFps7XGrpba9AhSReWwMxCRescPlYHFvR0AWR0xEYk7QVzKotM1zk+dYAukqtAfI4EacJUsKljA+JNgpZsiu7xxkTA8xn0mzJwUPy5NSQUyvCgQBnOQq3qih3oVQpprQxBosVnxxq/MXgwSbcpoPoy3KjTSZ1smWpV7RxwyVQWFCaBpN9mQxYa0iNl1h1QXNsofekGuIGyCZJyARojFoAcZTepkhaXjx9YHz8hXH/yHx4JAxn0jRjEnTNDmsyMXiGM0zeMDtLkz3ZdhjraFyrZu0tvu2IeFK0vH/Y85cff+FwOteyO6F6yVozK5lBy+w3dWJmopitZslEK/zCqVhNChRqPIh682Zxwz61/WrN+alDVcqIlZDKDSxmpywSqwmqv12qydVBa+JCxodSFIuQLtddNF1qJYw13qq+52wk93gwAtbM7Q3cfIO7vae7/Y6ubbGpx6eGnbuhaRpMYzFeYohzGiUm2XoMHpd6QSXnWUuM5H5CNEJB6Up/yMu0ZiGTyEu7g5RJ55F4OuGMxSswlaL2RNEHPs4jOSfS1JFcIm8cREeKEMOmUqGQM7n0PUmi8RoaGlusiIzJVgAbjVsCghxnQa4tLL6kMSRtuuQKgZggH9qtWky7LE1U9BlbnaCGVNLedDJH1YrOCE4i/QJnIGJtxJHpTMTkyBweSWHCphmTI+HpB87vf2A4HBg+vhOu3HHCGMOuf4W1lnmaGM+JtLWkzhFoya7H+ZZucyPCuRVgKNARZ/jLTx/5L//1T3x82kvjI5Ol5YQK34ITyCzDGNIK86hNhbEChXgBvJIpAGYUZVLlO9dJ/yUaoK9ifF9m12f3/uQXnwNEV3vny31fOsqL5m9ZhPRmi4CuCa/Xx7DWamqdp2kkqN+0EhLwXkMqJVRRGNPqdYmpqBFUOa+12KxlQurnScKBwTrVVCvmtfpIMyIgGhKQdDN9XCte1rpmmaJ+cxWI8r3KisjlKlzibC9tF+lkRi2O9UJijFolnzC5jKmMd/J7rj0/1cmkBOwvnI9qCi2+6uKUoGMXpeO1KqhpHEnzwKClbvM81/ubQ5AwTWnfF8TvtM7j2w3ON0soSRMxNpsNWMf+ac9pmHh6fOJ4OGoKo11J0TJ/iru0Vip59VeKRVTsyjrhF4YF2W0Zz3x5oBe3v6/P+cL2pbS/cr+f80wr85+u2rA82+L7GFCO2kxY3fHKLcKXdLvNhr7vpTnOdsumbdnudjReWtJJEbAV5nWlb8wpkYPei5XjOyWXzhESqRJ7CWhrNK2ukZIizb8tmifOs4BAszCfZyIpGy1SlisvQm2NFRaPrACSIpXGtZKRlLP4qEVQvyLUtcYDhCSsIOqFdnM9kQRoWkS6oMWskrtF4IrZl5cjqd+9pKsV4H05njjmWcmrjdKlWGv5+PTI08MH9h8/sH98lP4tRkq/TqcT3jncN7LIDtNEMpFdv2Xz6hXOtxpHdoK+ti33r18zh8R//Of/wI8//8K//tsf+fnnd4Ssz1PN2LqULqvzpaZbCeTVbJX7ViK3XxF1fLZ9fdv5cpZfiTjJV3Xd+cSVmtXh1+d9Kd92/R1Bxp5fkl011zXrr11r7HoMs0JEy36rA+eyQGilfE7L2OjKYFbCBIuQVK2m73alZYvmoxw7L5rz4hjPL73swSICxfvLdezWCGFWAXjpSMXy0PTuZ3ssRpy5+LDc82qn9QH1W6YC2+t9q/jWa9Krz4mcIuM4kOaJYRyZpqn2ZIkhCIteitJWUdMtsylJ/lIpZEsChSa4+7ZV7RoZxomHx0c+fPjI6TRICZkpWnN9P8/nei7+Y86aHXU5SsuTuBzBguI+3/fT26/TnGvf8FdsFfr/5N+fm7AvLgx6kNLARrSldhZWUymVQSuxvZzrIUKUxjshzEokHAkpkZLEA41RfwwwOMwq1SFnbTKLcNlY7aNpQIL9WVoAGFvYBQWkSilV4aT4mykTJ2mkkzW+mipxT6p9X2Jc+l/KRZmlZaCz6u/kVaxT/N+8WuMXd0CfQV65ETpWBSko2rDk0r5ksZR1q4AiRsc/VYKPsljJ7RgQZBpZNC/rNhIQQLuYkQI5BeI08OMf/43T4YnpeCBMatbOE8P5xP7xkbZt+ea77/DOk51lTgnbdrRNh+96XLOpQtpttrx+8x0hJf7yw088PD7xH/7v/8if/vIDP/7ynsMQaNoG74tvrptdnn1ZoJcJ+3w2FxO4jhMGaxwZe+nefFL5XG5f1JwXDHwvX9OyXWumK9Oo3MDnvlM/fsnnMatVWI9f3le7LI//6uZLy7qopWMxSZOfqsFY9Q+p92rqxC+XW5Bal5eJDFk0bzakHFG67zp+xR812o9kfc7C+VP4VIv/9cxELefSLmr5anxW+oeieS+VXb4Y73JHdbzq8bl60PnZc8rr79TP8gr0qwpmeV7lGtZaPMuCRJZmSTnK4jmMA8P5TJgnUlD+2py17fxSyO6dxEkzVB/TaQpiNWmtuCkpRJ72ez4+PPL49MTT055R46t1DeLSBF/shry6z+sxvByH5UO5eaP+97VwfknT/d19zl9t9D432Z/vYgwOe7G7vRLMYk4WyuWScZOBEhed5gAxsj8eeXh6onWOx5tHUpi53W6IyZOMdqBODTZrYbe1OKXENNkK9Ivw7ZQ8WWuFJlEEUrRIjLG2x8txaQxE1jSvuLTjW2v5shWtWShYrPM430o+cNOSnCdpoyKqsVCa5Zba/ZKwXQRMTEcxM2QBMSqM9V/pzsZiDpfrXLSpxnFTUlRZmOZl8hUTuPiy1HPrjSFt+CZSGIW0azoTxoH9+5+kveA84ZwhoA170aQM77Bti2kaolo2KQvY9+1337Hd7hhNz4S2tOg2RBy/vP/I+w8P/B//5//F+w8P/PkvP/G0P2Iw9JtOc7A1Lm7AZFM5gCEvY7yahZdCuqif4o6KtSBmg8RtbQWwPjXX19sXhfMZLcjfuF15Lusz6fle/ptZae66ClcUVEajvuu+1+eKKUmL+TkwTpO8xpG2kWJcaw0urvp+lvMo9aSxBpPsxTXmrHm+xtSk9pIoLSu9Jk0kzayRL0mygFTzVrNxbf7nK81ZfBYRHLv6WTW0fnGFD65GNa9+yQsGUD4qC125D4ofLqOak2b4rPzYopRrDmmdJrk+x3IVa29IFGaqFB8pSsVQVt7Z8/lMmAZy9etLVlIxqW0to8tIWKPg512/ZXt7S5wcc3C6mDXMMXE+nnh4fOLPP/zIh48PHE8npnkG3+KdY07S7bxc8TqZpRYZXNhQ11bhygddWQsUF8xo663V+H5Jk/13R2u/ZvuatKbiyyhQWgmHqxlYjDNjsIVCyZZhiwvZdIZZJ8Gx69gfD1hrGLVZUds1S/od9eCiGb2TdLrcqEVW8lkvtXp5giU+WMqGJOor1xG1c3TQJrMxCNhRLMqUlh41VtHj0oSorOAZiactmnPRmgKs5EWAl8GuZGKshE1+FY1o6kQsY4qg1qsFOpe2ErqwyBpxmRF2UdCw0rjiW0ZynISRPsykIGzsbePwNMTckhyMp4WUK8RE23W83e4wLDWnaLHBMEfsOBNowLXMCebzxLv3H/jn/+dfeP/wwB//9BOn85k5ZoxrsL4D5zFBO3ibBbi5VEeLr2zVMiv7iOhejvHK0Sq+z8Wxvmb7vM/57AJZBvsz+1cY+spvzFz5h+vvftGZNXXi1jKiepzLYxqsdoeWCWWsERZxvezSsHWcRs7DQNe2zCHgvVtWxXoCObbVfEmLvMgIcfMntjK1rVGiKr0/mw2ZVDVnipJTm1Q46x3npVkxWqZV2MSLX5kVBFtPFEGTn5vIyzXpz3nlRV0jcquxlB/MBf6Qs557bary0jPM6lKqf63+tiQfhAutmWNEGCEcCY+NjoiEn8S8l6yppm25vXtFiJHTaVRswJGtY4oZO0eyB5yTxPc48/7jA//pP/8XyaX+8MAcIq5ttSROX5pIUeH/lfVVtaCOxfJWFv+XtzpLzTJTqy2TPz13yvZ1mnMNInzGvF27zOalp/132Gr4RE9o6hCstIrRzzOaTaSDrpk3IUZB/saR03mga1rOw4Axhm2MWO+IMWFjwqaEzbaWqa1T16rvQDHvKHYbxbx21omAqj9IDNUHcdYyxcQ8zbWBaxVKY7Rln3SbXpuwRXPKRawN2CyTX4Wi+rFrACIvptnFE6r7p1Wrh3xxj7AIoLWFESBXzbkcqCwu8rdiAUhDXTmHgarBhYdXHpz3jpilGmaeJrxv2O5uams+75vaXXrU5lPHpwM5wznApt9i2hnTjhxPZw7HI3/+y4/8+O6BYRjJ1mK9IRuH5BajseKVClDNec3ZXiyUtRIqmXFXUeLVQqVJ1KaUCl5r0U9vnxfO/Imfv7CV9eRTAvppv/PLWxHEqkWvPgfULM0Yo/SEavKVwHDtWDyMnM5n2qbhdB4wxhJSwuvESjFrIV9BVIuvpkDLeuKufMTirVjED81ZKxs0gYCcRZNaRwqJeZyZ50nKn1STWmtpNkIr0hnUrC3+sKmlZsuqvnibxdxensXl+LGW1/WzUMiyNt4xBkO6tHautONSY1q9wsVfTqUlo/jdVnwBbOmaTXmIwndkrCV7i0mWMAfmcZKaWKVnkcokJR5LmTEmhnHmx18+MIfAfkxsNj3NdsJ1A+8/fOTnd+/4+d0HfvjpA4lM03dYZ4lZCqllThQSM7OQP7MIZzGgjH1u9VlYAll5ca3qXmomr2OcXwvf/NUlY1/OQlmM4pfoGdbr/dccr5a5FnSxfDuvjYX1/kWMlrNUlyfJijsHAYZEg56kJdykPLbzLJy0Xpn2ncEmTy4MpobqxxZfa7kHXUv1QS9PY+2jyRJTJm8Bh8rvGWj0W66EA0paoSLDubQroFgUaj4bSzKpavGsIRqArPWeywpp1M+EKl8m12v85PN4wYRdFiguXutdytOofu8F1AJhFpb6kvo4T5M2KYpYLS/LxpFNZo4wAhMqrQAAIABJREFUzpGHpzPDNDElT9cNuE3EdgMfPz7wy/v37A8nQdSNkQVbLZlq/qesvxdku1z78nzL7+tECrWP9N5MsYSpg1ueP1bldK1Kvpw99KsAoQsH/7M7LmJRbu76OEVAyxx5aRpcABBc7nShPa8nwDMiI/klIQ9ljokJiaUdjkesgY8PD8zzzN39nQShvaVJgdYmPElML+/FkLFaY8kimOv7NOuXXniJZRrNELK6qlZhLNoqJeZ5xqVEzhsxjZ2n8Y2yn0tusHOe5JwwKJgyBYREuhxH5oBgmesAejWtykXWv5liza58qq8T0DJ5rwUzZzDabetiXACjObkGDfynzDxOhHnGGIdzDfthz+l0pGk6fNNhrBSGp5AZ5sz+FPjTT08cjme22yO+cZj2BuM3PD7t+fDxAazDtY3SwkgBdYhBtGWQC0w6P8hGW1rki3szdY3NdbwvZmMB1a6E7nlscz0nFxfppe2rGxm99Ptn69RYDNv1fl+bHQFUH64s8PVJZlYag2WC5Us4u/ibOb9wH6C+i1BZTNPM1JbMoaDFuqb6nkmTFaxmJq3DHDUWqfdXCw+yhEwqIJKzxrogZq2yKf6YsXgHKXnlur18lQwmVg977X8Xf7TmGhtTQZuKkuqdl+QH9FrJRXtlik9q6sr3lQ7IC49zSW4wqrIL35GeM7OMT0lnTBJTleJzLX8r7BLOEbMhhMQ8R4ZxZlAuqJQzU4hSzJ1GsqN2AytzsfD/lFBTrs+RJSZetGaZZtTLpcSKRUOa1Rw0Onq5phcVOV4mw+pg5bxk+Mzw/lWa86v2ZSVHX7HvhfK7Ok9ZxCVGWDSF1jCKobN8vwz2yvcS1HM1GPoqD/Q8TjwdjyQyx/NZTKDGEXImO0dWrg07J7xPGC8HiEqUW3JyvXMVlQXRXjFonFOD+M56MIk5jlJypil8TdPQtg1+mshknHds+14D6a20Vl+1xMNI3NXZFSqMwVsj/pT2La2mpmYoFarJansYUwVmnQO7nEf2raL9WeupLFA6xNp0OelMlXmaRJOmTJ4jcQ4SShonwjxpSClyOp2Zp4GUDW27wbcbfNMxjTOH48DjfuCXD48cjmcCiewMQ8jkGJniiZDOYAyu6YR3N+pinZPOGHmGQbO1CoXoWpkZTC3zK+NTLLXynEulTS5z82KctE0lWRlCVn83JVHk09tX+5y/RjDrtiixLwro15xnWe1Wxy8rUPl8NZgXP79wnJRzhelDTPpSzalI7XWKX65MBMskLUBRtX+q/7Wc0KhdVJIUUk4XZV/iY7mFrU+TDEpCvrxM7cu5ILdm5S/mOixVm7LSmheDl5eJuPKl6iJ/oTE//QQXYV0dug6+Wf5QLJtqTeSa6C9jqp+VrCpNChC6D817VrckZiEnG6cg2jHLEl3wu5gyMYJx5kLg6mWgmu/CQ1whrjnrmmVWy9Lz+74wZdd7Xn1lQXRXc6ZaMJ/e/iYOoa/aykz5G7cyPZKuSCFn1Z6XPmc2WSwoPbfRkETOEIj6YDMziTlGphholBpkDpHTecRYi+9aWQidFd/EyWdkmMxUAQuAFAXAiLDSUqnOVikfa2RyzoGI1CmeTyeh6FQN7JzDxkJgXDJKlBbTX76ck14i2bqKAhfmu5yE7c5aSFET4/MyCa3Gf6OWXzkt1C73tHY9CpOeeBLP/aca+lFUuw58MdlTVush1VimSUGIukIkh0RWBrY0Z07HgWkahAXRODb9lrZpOQ0Tp2FiDJlkG6ZkeTycOZzOnOfMFJXqMwtgZLym9mFqSl5moayJqIAq20XWipQLrMTCIrbFil2EWooaVjh1sYuLkBuNaWPqv5jEMvia7W/KEPqazJ7rrd78XyH3gleUVWq18rPyby6chQXZXQa2PKSSTZMvSbGi+Do1OT5GTLSSeJ0yySz5riXxHlQojVHUNS0IqWrNYgYVAQ4l+UDDDWUlLqjrEr1d+ZhFi6oQZf088VxDXTAp5SKWy7WkIjxGOH4vnuSV8C3PbnnmBZ3OF+dd7VnNHCBrzDMlTUTQBaxYIWm5zKiWjDw7i3MN3rdgo+S+ampkyjAHWVBFY6og5mW8SkL7clVXCe5cTA4Wu2MpqF/m1qX1sBxn8V+p37+ca8ufdJ6tzdm/l8/5t2wvyeJXm7pXPy9r0Ze2hR5l7W9WVj41XRJCiRlSYpoDfgpM8yyxxVmKrsM8M00zjc94I0TQLxkFUpmy0po6IYr5OodAmGfO55HjaeB8HhiHAeccbdvKYmCWsEjxaaqPiBBUe9+QrZNpZMF4QW7TFKRPzKyCr5rUe+ndUpjhcs4M4yjX7P1S6pZViIwkQVbwqIznCtBZbEUZzBIaAtRcpQqfRGd08JV1TYtRqsax1tFvtnjb4KwjxYTBESJY09C2EMaZOQxMc+I8RoYpEbO0hhBazeLvymwpzHkFdSjcs5X0bSWsVytK7dOzfsam+OgvTj7z/OfqgC9zLq3G83PbVwvnrzFxXwqdPNuHtSnw5eMteiCzdrxZf/6JrX53JU1l5SwPqvZXVCLidS1lKlo0xGoSolqnDrNqEin7ulxO1DVWRFKOLUzl8pIaU2FEiKvazfXMyDqBDaugtlmZXNZCypqsLucqgknWPF9FfI3WbZZ4aq4SstKSKz/1IoH92n8t7xSfdRFyUajL/qVOVQT20vKRW7aiJZURIpkIWNGk+jczSR+TEJK054t5pU2zNLPNaAzaaH3r5fPOV5efXpzby8WtLYZPbcuTeK5Fr5XLhS3ymfn/P4Sm5MXP+TUg0QJuLDk6l8ZHPdb1wlA/v/ysBKHrKwlH0BQDPogPGmKiSfJlSQnNJLuEVLJZ0tZyhmzSZRaJMbVkKKsZHUJkmmee9nseHx4Yz2fCNK0WB0mMkBaBhm6z4eb2lqZZ3PcUA9M4kqPTLBxZQHJMxHmWNoRWC32jrRIRZsk8cl5Q5W3fk6FyrIpmSdiVFlybYDmX/BxTLYPSQbtov3V4qL7Xv1G/U0MoMQlZdJZuKE3TYa0TF8MEZk25xEpIKZ0mTsPIaZg4T4FxjiS8CmesjIgL4duVQHIlLGuzt/6ymllFF6wAoOttDRutBa8syHVxM0YTKub6++e2/6lVKV+vi1dmlYp1Ee4FCfvMZurcqUeLLATMOQvPrPTwLNyxwvma82KaRqWvzEmX55XGkKeYINvVAlH8s2LC5crGcDweeHx8JEyzUvjLvRR+oNKRObOEggyiAWOITEyQHOiETNq+IGnyvLMF4KCioTEEsla3GGPY9Ju6yFHHUr36vEbBV3ZLybstn1/4mlx8vvikixAsaC3kuPxsNf/UNcL74+cAWKY0EWLAeofz0vntPEycx4lxCsxzBN+QjSUpH0MZ+cUfXBUL8HzeXSqQXMdCHq/5hCZZZt3z4y3jmVKsGrUI58IT9XkB/dVJCF+zrdOe/l5b1uMKQntpqlz6oJln5kWmdsOiJGyzanSUhSAralpfNTFLqKNqh1xBjQy1C9Vymy/fr0xQqfRPeh5JGTwznE5M48TxdORp32qbgYlWC4C3uy13r+7IOeO0yU+L+rZKuFCOX0IROeXaCKgMVJmydYLmzKRobbvZXKC0xS9/ccUrC9IibRfqJ5dytVwWKyjisQ55rUNTJXuqatj6jXJ4wQUsAgIdT2fOwyjjiboUCpiJqV96lSz3s/zw/KZMvZ2V6Nb1KK/6RC3z2ug1VuFlPc7LkFwkpxiD0/aKX2M5/v+invNLW1n1UMFcCCrRIO8KTctlhbz2e6HGB3VVFMHUV0qEFJnngLNuyRRS7VkyV7B5oXG3y4M2Lz53XX3zgtKV85zOZ/aHPU+PT5yOR0pYKGgP0b7vCSFwc3vDq1f3xJTE1FWtJ6x3srzUBTQl0hxqNtPFZFLKjpyAGAkxcp4G0VKbDueWvF1qtswlGl0E7UXBLMDRqpa0ILPrsSh+6KVfugxdsRFKZGadMJChugTH40kY2cssN0hYhExtR7baVjjr5edGhN+YVVz6Ys4sU+t6K4hwBRXW39OFpmRxWaWWwTqyK4vH5feut18d5/xsyt5XAEF/1Waoxuu6LqRo0iK4hrwCaRZfpw6sEc1Jgqy9RWSCLGET8TWV/EuzVUII+OgXxrwkLN/CDLbGbPOFQGSxiQEN10Cd9F3Xsd1uOZ9OGGuIc2QKMyFExmEmZXh4fGQOMz///DPnYSCmxO35ltvbW8KN8Oi4zkMR/Bg5H88COE3ab0VHpzQGdt7TtC0ZKrXKJfmUjveiTi63a9VQftZFcYFoF015fZwSgM9ZKTcvzGDqxJX11KJYl8Sl55lhGIXFwMhYrpNOKilXnQWr+VJSoF5YRMv0WDRofXTVULi2CNcyW6ZaTYBfncPkgr5bksmKV7CaHy9v/xiaMyPJBRUTMxRYHDLu6vcCPqwWbYzkXFFLd5SSImZp9DOHGWsQPlhgGEecc9r2XZgIvDKix0ayVnIhVnalK5FOSpNrjm/JDCp+bUba9L26vwfgPAwcTyeGYWC/3xPmxHCacd5yGs50XcvhcGK32/Lb3/2Ou1ev+P7773n79i2bvmN3u63J8nMIPDw8ME8zx+Op8uimlGi6lrZt2e5ueP32Lb5t2N7c4JslqcE49ZfN4jfXIoUCALEUrS92JyKUqGCuBHR5hotWLQ8mq5lPkmysnAQtT7EsZgbrPd7DMAWGYeSodCOHYdTGUOKWSLzGLoKxAnfkSuxa5D4325brzotnudY7NTuoSufiVFmjwFelZzV6HIs1Dm8NUqufVzSoL29/11DK38PX/OxZioDmiyEU0MaUlVsF1Cyr5pXVoce6NLFKpf2S0rd06SopfpcBd13tobIKLAnmet4yqfOiRcTEtGz6DfO8Y7fbcbq5EbBoDkx2Jsxyd2GW2s/D/kAIkX77SEyJrutomoZp6khpVnnQENA8k2LAIGGV4pORSmlarAkSXhnsiqm8Dt+USW6MUZ9bn07puLWgHiuTNi8/s4xP+d+lTOf6VcMKnKvPVVS4sWLup5yZZ+3CFmZiLKwRcqGpmrNrKGj1sOvcKFewaNTy2UsKNZPrWLxsFRW/dkEdF1tumaRm9SoCXOLtn9r+MTTnetVC/ZIioLkgkmWslkFO69lgRIjWjyTmxJwiNhp5T1ZjjVLrOWnn5HmeaUNY8mCTwlAmgrULKGELs5GcsNKMrC9D+25++/13vH79mrZteP36NfunJx4/PnA4HPjl53dM08T+8cA0zIzDzzhn2T/t2e56Prx7z9u3b+k3HTc3PU3j6futMMx3LdZaXt3eYqytqHNQX1fIsaR9we5mJ8LZaLMjK8DK4gZQBauANpTQimqVxXLNkEtf7kJcppy8+rCKS5BKB28V5Nr3Mmu1rKH2F3XOgbWEw4mnw5794cDhdGAKST0WqRxKZGFTqM5/QSVK4oT+bJZ5s9zkpWiKUBXIUOho6lBo0krJ2FpaS5iVNpWiDDmPZEIZm5GIVbkOSe37nHT+d8mtfVZV8hlN+nlN+ZlzFNOV9TqILpDrlfHqJDlrMFyn0QU4keuaWxMQyusKBLnIpimxzbq6LujQhTVh5N1aQ9O2OOvY7nbM0yzfjZIWeDwesdZyPg7KIiAxVslScgzDwPl0ghzxFlLX0jatJBpYh/eOrutwTnpMxpSZY2SOgbZtl/xcrQ/FmGd5HUWHLeZs+VQG3azh3MzCFJGvUgd1zGTY0tVYc73nSsXoZFfepJTTRbKG5Pw6vcZlDqxu4OLB53LsK+AmX+x1PVlWO67M/LW/VIN6RYFenOvyMKa4ZUasv7TGQ17Y/odoznUG/1+91fm/ppAoYRWzejjrFVlWsmwXs8yQhcsmZSKJaAzBCJiSnKuWWaELmaYZ72e6TbggmoIEQVsD5lQJuJzxixaiaOlVXquWfcl1We7v79luel7f33P+9i2H/Z7b21uG88CHNx8kK0nNzm4jbdu325009e16bnc7ttstb7/9lrZt2d3e4J1fSsy0LQHWkK0R2o9+I9rTueoqL8tSmbQaiyyCVKyA0mjp2axOoAEcUxc5+Rc1vJO0qLwkNgiCrRqz5NxCbTJsrCFr2GEaR/b7vZSSzdK1Olmj2UFF+J0qzuuaE5lAWbXhsnwYlijven4uZXXrbY2KF/O/KuWa0rfYTqDNnY2wWQiflFX8JFez+VPb/7jc2k9p4UXpvPCly30u7a1ll5xXfmVxL+SktWqprJGZjK2ARF7KlepL9i/UlDXeGcuqv2S9FCKuYgmWrBe0TAk94/qhVTY+Kw1zuq7DW4f30mTJWcc4jAybgawVDE4FugA3bdvSNg1t09A1LRtFftu25Wa7wzkn4JWzuLYVBnTv5OUstvFkYF4JZTX48zJS9fpX4wVFMPOzh2ZW+64XSgF+VpSdxeqoz3B1riI21pDzMo4xRqZp0mIBWSBrIURejgT5SsyWz2Edbb2sQLm8D32/gl3XSmbJOX6ue58fb/XPmEU4X9Cu6+0fJEPoK45VZCBTBbL4nGUgrnV3MWurIKZFAGOQcMQ0zVg7sNl0TOOEB2IbyMlWE0yIpkutZbHK7GoicJFsj2pQWzpKA50x0jHLObxzhDnw/dtv5W9dV9sXlhinc4L8td7Q9z23uxuaxtN6EUqrmsdqE9fqR2kB+NLwFe1glmtHtSommbp4VWGs3bMUsLkYzTLhyj5RwbaoYxxr/LMkKyzfXi8JMkYGCFpPO80T43hmnqcViBfV/1O0fI26XD/oZyt9EdHLnY1ZPrMKkF0rlpcVjbI8aOyzas68YkhYWSJfs/1PE8787Iev2PeFv6z9jYtjFmEoK2ku+kH3Khq7POgr7RmTxD7DHJidrdQlyVlyTKSSgKBIqDECANnig6Y6XbWRz3JeiVZow1o1pa2xVega5+UBRsnV3fZbaSFYkygUgIozxJm27eg3myrYVk1sKdZG831zhe6ziZU4O1fk0DxLAF8C5auBXWvMKz+raqkioFVr6qvUfV6Wo6yeZdG8y1jlnDVzK9ROY+WSUok3q+lYF6G19bQ6/sVFszATlPlRnydcjHUZi4uhWH9Hf75yw1cjY2o+8fODfHr7h0BrDahrkMsP5Fyaza+HfVk9q5ZarYyLQ54xJqlplzEpMYQINjCEAM7SzMLq3nqPt5Y4zMRhZgaGvrkgtm58I77EPJNSwkUFWvTarDVYyRVYKkF0JkVnSQaSM6RkyK3D9i0gq66zhkbBnbYppVTSPDfExBgCtm0ZezFnTdfVrsoA3gtzX7EQJCDu1P+VLsyXtJ/LomazURnKVZYuYnMFKDFS6ByVzDvnLEJv5UjWSU6XtZKkn1GtmSJEqfMyQU+g/njK4uPPcWKOMyGNRCbSqvuqXK8mdGYL0SF9I6I8a11ZylyQn64LncVxLGJqUpkpWlrHqoa0HKf4m9rpuiz85KUTQeWaQtyYkIMUlZd5ygISfmr7xxDOCzhueTQ5C/uAyKCp72pX6l7U92KIGTLGLn5lRoQzW8sQZnCWbp4xGeYp0BhHGGbieWK2mXP0WIXXrTE03slRw0wOERMTzjfL9RuLTWIyzkmTsxtLxpKcvIImQ1hn8a003G2sxxlD0zY4a9luehrvCePEPE46txOzaxj7XlBYzZNNc5DV2lmcsVpArlUpUTW0adSvCixJAjUYsoA+2dRMvPwsPgVYMZEn40TojJoNJpNNxllpcpRjIJtUtWlOirrGhIm61DpBjsXfD4QwMoeJkCcis5SRrUxXo6aJwUKyYBwmu7JUsPA46PVwqbHrnChmelJhNZmLFpAqZEnfcwX8kHtLwjbhytU4jXNrM6SQAjEvtbq1sP4z0vk/TTg/s2B8ersAEczF/xcD4hMnWlkU+fnH6iOteG1WZm4t51KuoTHOog2RXihzLpUH4nN6bXwkpzdLj5NySRliSFpiJtxAjbE4Z3DO4q3DWUvrPM5a+qbDO8vGeRrrmUzEGUd2MNvF/3RGJmJ9aUlb6QtrlAEFI6VhIQc1/2RUogI3BWQp1J+g6GkZfw0h1dS7lMXMd8Wi1VFeLNyL53PthuTyJE3JolWz0opv7rIAWFHDQirPq2oaqsbNIIBfcfNU0y2g14KiQ/EJWcTQGClfM/JcStJLFaICBq7Ud71eo7WkoKwZmsBwJYRr1+Rz2z+E5nx5uxaxL4v7slfxHxY/4oKupKCLLM1oU5YMnBwhzYK2emslrpgjLZJcjjEkb6FxyzVVOFcfZM6kOZJywrUNjfGCrGrDosY7vHX0rSC5u02Pd47GWCyGyUYRUG/JTkjAvJaCWaTlgbMyiZwV8Nh5o02P5L4TgaBZNoW5Pmj5WfGvnBGtW8AocsYGC5oumHIkBQ2PNNrLJefaILj4ndcC+mxbWTpls8aCothZHGeJ1YbEHEU4C7HCulcMuriagtQXvVn3KaE4Uxf7ZYHXhUgTDIpZa6uK1GWsgGRiOmHR5suAKyZGSqsKwqUzwHWVyue2fyDh/JIXrY53EcFc0ueuV+sLwJ4aSlAk8zp1LypzQUmIzxFsFCp/a8Aok15MiWiztLzPy9XUayqocNRMoyTZNCY5XM7/X3vv8iRHdpx7/s4rIvJRBaC7QUqmGY3sznKuzWLM5v++s5mZ5d1oI5PsjkSRIiU+m81uAA2gXvmKiPOYhfuJiCxUgw2IpNitOm1ANrIysyIjwo+7f/755zjAq1C1y0WamsdIsVlEvFTMC2OxBYJzNNbQGIMRJRWsgaA10Vr/k/JGphQV2cIsarB6qioTZrEZyY+yhnt5EoauoW+NWiaZTliUWOYCTTXQqUZV/ZaepLnbRa9imTfDlHO1cSrFsmhKUkW5pI/TUiZNWpZTNefQU72nhA96XGY+pKJpkuAWS6Mx00PdWCcXXb9z/f6LP1NEMkUm53fx5HjfY6DfIeP8NivP26hC4CKAVe4Z6HloIwoEiWgMQ4xYY+n9ABSCE2/l+xPh2BCMp2wkNywh4FyhjyJebNVzNiVPv9Ni1OhFbnPopbukHoxzjsY7Gjydk5ytRAk3UxJyd+9PROswoQHvBRhqGxSuAGOwXjSHGi9lndHK94pao81JmDXGqeq5QfOmonMpF9mYmUO3VLLkUDXV03a5SoX0VlxzNImSExR5NCpyVhSZLcs/k7jX+YYrDkde08dIyolI0qhFem0LGd9AxoJrKMUyxiACX1GFy6qSQw1jFx62XveirXZLPR/pBJ09aFYGoDHqHZnD5ow2AGhZ2+lvczU60WucpnD6gTjv++M5F+sBJzrt9vKt33nxfIrqswtUoZxrCCUntbVo1WPmNM1WMcmQYxIjtwo3JMkfi5XHXG9A5U+WUlSyMk0smRpS5XEgUrC5MFbvnQSgEZDEULwAQqVpCM6TVx0t7dRvgTGUHMnW6rDqOWSjEt2n4UFzOWkuD+Q5nb+fvNdQbnJBctOZex5P8jINY+97yzJ7ywf/LOKZs7dN7klD0VKm50tlf9XDUg9WvSCTYRqNDsx8oChbyCAWa+TzamhbqJ9TQ6D5Xqn31zQnZ3EeJJIoKj4trz9TlHog13xfPPjdNM4PXg+cgoVtZgRFJSUO/YmYIqYU2hgkP0zSh2+sY03DqjMySLcBXKbkgeIzuYHsE7mIwLEIQYvOTx4GCdNOgxTP1QBPt7cqCqY7s6KUk3cy0j1vjRGP6SxPLp9wsb2QmquzeuMKuBSaTvLXthHaniadzjqcE6J2MeLZhxjPz4y1cns67T8sanRT53ORhvMiE9jM4qbEZLCzx5Rxf0lzL61rZkFySknKFlqAb3lBLJjaykSRr46xjykzxsIw6PBh01OwoleLA+Ol7a2G1pVGOdEpBbiS/+pAR2lkqKUSEKAvw6TZa7T/shI6BAgzLAn7MnNFFfiNwXktpanL/ibN3+9tWPvQ1yr3flY9Qj0Hkn+8G1GUMoeB1hjG+hgT3glpfIyRGC1ljBrfaMaftHyQ6580iVuJcFgSraAUGfteVc1FiKtS0urNWymDFYQ3001hCF7Q21rEN85hg5AYUk4y5KcdsM4TUofzDhOCIK0hYIyvUKKirIvaYvUGmkdPFSlq7rzMEZceUR9sXpDf77+unvj5Zr5PmayGsmTQTEGQWUqWlKldNGmtJ+ujmYAlPXtmViqYCBc1kDVo+Junm6H+1slzznnQ2c1m9bMkvK055hy8Ck5kptdmvhn8eR9b6DttnA8uPZEP7UrLZLxeoJro16FGp1EFpUomep2sTME4iwseaxK9LZTG011YbIDQCBDTFEfAY1IhDyPDKANg+9ORN6+/ZhgGbq+uiHGkpEguhf50YhyGyeDqzWyMIQQhclsnxlnZP0+ePuXi8oLGOlauZjtSdujWa5z3rLZbfBNwbSsNy12HbztcE3DdChRtLlY4uxgj9MVFGCa2qrdcseeesoahKraNW4JPuZ7QacOq09UoKtlZm6pVWFrGMwgTqJQMThBbAYeqWkLGmILT1itrpVaMztqMuilaU7DaXC1GXdX4ISkgVKeCT21vU5hs5hB/CumLhFfKCrOK5spT9Zrpnyw3lHE1SH7YML8Nje/7Z5x1y5sAIX12sRtXKZO6M9fNPRcZSU/JDFHCoyFEXIwyaTlGooV4svhSYJVk+lWR61brniYzyVT2xyP7/Y7rt285HY9cvXnNOAyC1ubM6XhkGPrZG9ad11pC60Xd3WlngxrnMJ44nQ501rIxdfqY8GnH7QbvPXnoCU2L61psCDSrFc16xDethKrOYZqgmkF2IutnKkK6cBdmFtBeZkszcSErLjUzZSZE6V4Ouuxykfs6nxnD1DPrphTybDMARWsBnCC1NtfJ4XLstu64ehjTyJbpcQZopv7VPPdjalb6Tt5dD6YCRrZ65snNMj0uJ9jfz6qq4/ieGuf7Ua73pdkFJuWC5UdVA41ZBqk6IxIffhyxzhHGkdM4EkzhGAw4pawZQ9Gw0bYB26iygDWQI3hLsagu0cg49Ax9z2l3IA6ROEQS+i2TAAAgAElEQVTSqJM7FqiMGKMS6muB20l9dbzrOayvaY1hbUSbxjrJb5u2xXpH062wPsiAXWtp12u69ZZ2s2b77Bm+bVldXuKaQHdxifOe4ry0ktUhvWaevDX50ym0LDPiqneuKXpu87nHrAhsFbmuAmQSwldjNpQablNkkzPIOUsjceiJQ08aIymiYFHSK5okvSiaHSgolo38f85IXmrQeaZMJBFXQ1qdiDZtQlqiAmYtpgIlFZVzYaqHTuE+s0eMaKXAeMpU3DkPY79Hdc66zL3Hh9bSOB8IKZZ/6dZWTC0dSO45xESymTZGQkwM6j17W+ijJPzJIDe/DhUyQYyzan4ZL4BMMaJXmpKMYhiHgcPtnv4wUCIz1eXe0S49lQGsiAIw3O05NNAaOBjh7npVOPA6WsGGFowlFgkLu/WWbrNlfXHBsx/+gHa14ukPf0joOlwG2hbbtBgVAjPeY12lRM6IbVl4xVoumNyNGud9jzmDPvcNU8nwGj5XCVJjirCdjCGnSBxlPGCOIzkmctJN1mRqPcMsjqFonjd5S8PEi83WTmdWvNeCvbM4+WYKm5k8/iywLaLiiyuDUR3jkjUPTeJ5s26O0723MM7vMSBUeDAqmOPYOXSYkAV5X72hpiJ9/bHusgaZnVIyDCnh44iPgSZGGmcYgdHIH2cKg5HbodWbqgkeHxyu8TRdQ7dqII0MpxOfPn3CeOq5efqa/nAkHQfSmMjjSIrjdINP2MYUMmmeRMHYhDGZVRO4XHVTOJhzYRhUZPoozeaxyIiC4Vg47WRTOO4PhLbl5uqG0LZcfPoZoWtpN1t829JttrTrtcwGXXXiQSv6WD2FEW8jjtMpKyhPPa3VEMvCc6bJKEXdUIbk6nfVlo7g7RQ1YES5nZxovGXdBQ7HTHCSzo5ZrmISP4UpBre4xLn+qQZr5FiFRus0H5R8dclzlXBXL0AFyeoNogBWqilIjVuN7BO1MyXrSZLfv/SWi7DbLMosD6zvrnG+71tpbvBNO1NFBdGMQSIaeV3KirplKSD3MYonGj1+GAjOMADeGAbNKXoSGDVOB03r8auOxlpa70j9U55ebMlDJO33pGHg7e9+x2m3Y7i9YzycGI4H+v0OUwpWSyvTMB5lE41Jygz90DMOA5ebFZ9+8oyUEofDgWGIHHe9TH0+DaQIg0YDzh6kquINrnVTOOublotPPyV0HReffkq3WfP0s+dcPHtGt92wefJEAaVGQji3yNOMmc5biQUT1WtOxlnEOPW4U4oyHFejiBwLJZZ6b2OtoWkb4S07KEaYUiZHGmfZrloOh0zroAeOseovqMq96A5o3rzw9kAuVj1o1mOuSaGoE0gfi3i4ynpy6Et0yJMpytWlHrOQ42sYjK0pp/B/UTArK5JWjb9qLX/jPCRd313j/MZVcyNDBeLq85XEPSm4mxkpn3ZJ5l0XmMju859Zz7aOq6sp1gKyWB7J5J8XOlOiHdu22G7El4In40vGGQhG5aG0/SqmcVISyKDCYwOrVYdvAiZZ2iK55rqXEQVNY+W4EIqbs1ZyWGewweJCoL24xIeG9eUloe1YbzYCHLWiM1S5pQWR9TSLTW0u7gNIWcFOtcoK/Gg56V54O2szzaGxbJJCX7QGoTmWRIkjpMima3j+yTOs6xiT4zgk3tydGGJmf4oTy+mbb4uaE0rxI+sFkVuiCPqqEZZFjDHX9sSF5xSvqt/HoOSOShk0MwnGZO6vUn30A2SEh9Z3yDh/Hwikqzzw0geeqy1RM0tEPEJR3c1qoGPOmBjx40gYRxpnJk3bcYh4l4ip4LLmq8xq5bWakLKMFxRFALlhV11Hay2jMaTgyV1LXq9ovGfTtRjmgvxRKX9WVdnHNAppXdHRXDJh1RBTwoVAThlvA8Y4vAtYG/Ah4EMr3s46rA80mwtcCHSXl9gQ8NsNpmloNhvCeoVphOaXkO+AnSeR1JJD3YxCzjTV6DScTYuwdin5UkdelJjJsd7chWI83grqO5wOxDiQ+j2MJz57suXJxd+wP/b89f+85/buwC9/85LdoeeLr3YcT4kThSWtYrEXMgE6WVUgitL68FgsWA8WHHWWaibWjEf1fKui3tQkoa0p1ojWkcXojBok7CkV03jgbr5HSHhofUeM8yFre89aGqN6SDlP5x5t+dKy+MHy7WftYjFNYlUTuFHrfLlQUtHnxLNaDQFreD1PSlsM7VUwqspVuiB/jEFbpQo08lhlLYexZ4ijGq8Q6Y2NmORoV+KR2tDirCf4VgbQhkaN01KMw3pPs7mQx4sLbAjYlRikX3W4rgWvk7Pv5Ub1Bp1KExTcokxS0+Sp3S7NM2Kq9GhKaUJ7jZHBS9aeMWLFFLRJwFtRrQdDsZbgPHe7E6tu4HiyHI4jd8PAEDNDkg0zLa5l9W5Vy3dKnJWUkEvGTkOo1AcvsQpzfgKW0VbdoObISX3sDBycnbtZZiV/TwGheyfrwTXlnvXxXg5q5pclTVBqOlVz+FQKMRdO40jhSGuAMVOGzHgY8NlSLhLFZ1IfiWagzwVSInuPaxtIieC9fBbS5H2KA3E4kcaBHCPBGYLvMMGRW6HphSCCXp9dXuCDF31Za7i9u2O335HjSBp6HeHQk3OmXW8xGC4vntI2DU27wnsxTN+IcQrNzdOst4LKrjqMc+SmoXiHbVts2zDkxDElUimM2tZujBjrWKOAeppzxtfZJaqgEKMQ/sdxIOXE0PfEFBlOPWM/4IzFY3AhsFmvJPTWIZ6NA1cM+zSQ+iNNGwhNw+V2zf+02nIaIn/5w7/kcBr4X768Ync48dsvX3B7t+fN1Z6bXU9f4LS4VbJaaEbTkFLIMm9OGyRU7UAnA9Q5ptLNwzS6vlj9oAlYNJOWco3IrNEc1lZUeIFYUzBZSB/vCwi/E8Z53/YmA6s/eCCxLvcep+dLOXu2LJ43D7xnCmM0NI0pk2Imx0QaI9GnaTbmNGQ3JWI0OGOEijep9BkFUbQTJmeS5pJOxzuIvIcVgWrvscHTrDpC00CwGGdpUiTkSIme7Cw+JvGIuZC8dNt3mzVt0xJCh/MS0vrQgBFvaJ1KZDqP7cQ4UxNkRGATsCFgkpmYOQstrmn3r6BLPX+Tt1y03k3td9MMGuk2ERS9YLWx3HsnHR2KsYrTqayjhMFLPu4s605y4jEb2nbk1GdWq47j8UhwlpTEeA4pg2IDfazM2YfsoVAbFESpQTQUckVgKdOrqkc11BSoorhm1hAysBSyvj/Ooq6siO83re+Ecf6h1n3PWVOCe0WV6XQJVqA7XhJRrGPfc327YxgjzWrNkBLb4yXFGlwTpKaZM2NMpJCxGawpBL0sxklImRD9olgKsUirVDYC4HhrwXvoOkzw0LXQKMHBWdpSyN4TjKG1lpyzjpkvjEOiFPA+YIyVnLdAdpZRv1QxckxjRZebgA2eHLzU5bwDC7FYsndyo6UKDGUtcy6mm1UqT4ZxjBxPe1KOjElI/kM8kVPkeDwwjqOAIhaatuFivaFxnlXXSjlmPAkFL0VKSriSCGRckY4glwOeiPMW92RNKoanT54RU+G//M1f0w8jr9/ecHO74+XbK373+mve3hz41ZdvGXIhR0hGStM1xJVNJRPjQMaQGKaGA6l3yqZqatOss6rMJ+yqUi22hmCKN1CYiPC2jp78fpMQeMeIPui9pcwnU0GCisBV1HDpObM+Vz3dmBL9IKyh0zBgvWNQokLUpmyZPQLRSve+NzrrCL2g1ir4VIWxkEpdydhSSEXBB2u1ydpOTB8huwd8yjTOsfJBCt8qPzkMUZFj2WzSKGoFy7NVlHVUDdU7+Vz5fXbWxzFMU9lEEE3Ds4ra6u42tU2p1xxHyYdjlkGxSb3lOIqCnndeeMLOEZqGUGU/q/SIemuykAuselBBRrM0oltL5wIYR7dqycWw3V4QU2G9WnF7ucM3liGdSLngnSWWNIv+KT2wXu+J9YScO+kQEoaWU/0Vay3otZm4eaZ6xnpT6iZfsY6Fb7xvjN9L4/yo9RCKO/2odsDDNHRlgdgC0jFSYF8Kryl0JVJ2Lesc6Q4HBmexm45cPF0RQrah4Iuoyhs9hmgM2Vj8akVR4a0yRk7jwGEcaMKgpZBANpamSfjQEmImJHA+kyMYHGksHPoekAstY/LM1F2TcqGPiTFlrJcpV0anR2fvMW1D8Z7oHdk7spMcqRbOq/K6U6pbLhmThORgKzlIha3KEDmdRmIap9NdQ9zj6USMI8f+SIoRvxYB7bZtaJsGSyHGAZPF+IqpzeEDZB3KVJLkciScKaK31IpxRjwZg/eWXMA7x9Mnl6y3ay6fXvLkyxe83e24PfQM1yeGVITAUPeUBchQjUk2iaz3gaYlNYecFP6ljdBgMcZBkVotReibtcd1ud0vDfJ7ZZyTyMEDANA3edP62mU+sPjp2fsFnDOwCD0mAy2FXESc8W7MjLYQ+hOjNezGATuObFIilIJDBs45FNovEJW3KRxPiw0NvoD1Aawj5kLfD0q8l1mUTbciF+j7UTBM4yYgwxQr8phDFHK8V10EDWOHmDXXSoxJNIVcUS6pF4pe9g68I05at+I1BXwuoo9jDKVYsEU8W0lMkgnqPWWwcGRUBHk6dxquyzCogXEU8oHBTPNavPcCnqUBUzK1sppLomRppbMVcilgyGKcFlrvKMZjsORicc6Ti/S95gK+8YSupY+Rp5cd2WT8bc+onTB5eT+U+aE+nRWHSLm2lUmOWbtvbHETwb0Oxy2aYxrV0qXm11ToSH7hQ/2d99d3xji/CZD9qHXPAO/9UH/f+c9r395Y4JhFNT2ceqIx3BwPlODYjheE2ImauyvYVBhiplhBJY2Mz8J4Q+jWeN8QR+1s8X7aBA5jpk8DY7nGe8fu2BNCYL3dqMeREYDEBOMIGIxL4jmjoKuDAiERIefLazzWB2zTYL3HhgbjvOZdZfr21euZjHiALLm3yYUcVTi7qrnHCCkTjz3DaaCURCqRmEaO/Z4YR4ZhIKWo7J+OzcWW7XZLGxrJ4zBCtC+CYk4lilqiypk4ZnKGcRhlNKL1U5YguYeYlZoFBuiahsvtlvVKBNKcde+Ah1Xlr05CW/o5Ww1Sr4vUqOe+12wL2Iw1CWu1Md54pqFVGJbdRvKhTMCgsXZ+/oH1nTHOP8j6pvOwBInOXvguqhtLISeIJuH6ntHA7ekIjefZMNLFhPcJlx02ZcYovYnBqniX8xiTcZ2Vmz0XnPeiw5MzQ99z7PeUHLk7HDHG0N7u8d7z5MkTVqsVl5eXbLdbiCNmjFOdLYPoGeVCr+Fn8R6cx2hLWVGjtCFgmxasFeMt2tyNmcAeA9hJYUvBsTrhS9UN4jAKW+o0MJx6QT1JDGngeDgQkxhnKZnt+oK2a9lut2y2W3z1HKUW/q0CJ2YyyvmPSMjEYSSOI9aHuSVL0VaYS2EAXdNiXGCzWuFVZvSdvM9a3YDqZ8h5XOjlUbfqSfmg7tRGcl85t0UVA81k8GKccv5MNVbqhmAn1cNvWt9J46xhxxTm1icX6755TZek7spL76nAhnzu4kOX+vrzk4CWVoaR0Rj6Q8/JBfrDib45ERAKnsuQsLgCxQHG4lzAuEJWaUnbtjTWCkoaAmM/EFYbUU0YZC5IKlJQv+l79imxi5F2v8elRIhRtG9dkN3YezAW4wPeWVzbYUIgrFaE1QrXNJgaSpcq1DUDGzK/Rah34kmSnJ8Up+Zpk6s2ZRaV+2Ekx5GSkxijCkH3/YlckqjOu8Bms6ZbdTRdg/cSEk4i1TpbPkYBsCpZ3ViHtV7IFmWmU7o0s5VEXd9iXAPGq6c3pGEkj4k4Jk6nnr4fpubuepnPK2vixecpq5Wy+MCNNd2MCpAp2p6KhO3YMnlO0RCWc2vLu6jtN63vpHHCefr4Hqzn3vrmV81llglbo0o+3X+nlFYyw2mAlNnf7LCpsN/uaK3Dp0LIFtsUxmKwGQgGo2ruxsBJa5x+vRGJyyeXbJLImZwOUnLY7XaM48jd3R3jMHK9P6ikiezkXS6sS8Y7T9ut8SGwvXxCaBq26y1N19JebGm6Dtu02LYFK96zGOldNWS8Ua0e9SxTepXF+5IzJkXRBoqjeE3tKsmnntT3ql+bGPojt7tbYho5DHuMMzx5dknTNjx5eslmsyF4QWtzFCE1AzjvKDHTj5E8RlLRDM05nA9Cok9pKlO5lMnqcZ1rcMbh2jXGBVwCmw1D3hMPJ/phYLfbsd+fiEmAveoaKzCsxFrNFVVnL6fJbs/uMVPtuW7uGUm1RVzUYIj6aqfI+EOlFPuAJ1+u76Zxvht1fst1f8u896HvfN67hjlp+yC7fk6FsR8ZXE9/PDG0HTF0lE6kOqx2Ssg77LTbOx+mGZlWmN6QEsU5CYFThBBIKeFXK+IYOZ1OxGGcOLptzqxi1rGALS54Wp1WHVYdrmlxTYttGtEQstp36oTlU9suRA1Bj3Fx41XermgO5VlziDJp7+YcpaYZR/pemsljHIXvGzzOO7pVR9s2wnJyKrRVie8aMmcd9JNVrqSgx6bizgK+uEm4eynIJZ5Qcnpb5Ps4nTyWlDSSlpIo926FKQTTz5MG6hq7nic6926NGZuYPrRSFSrCPcXec16v/04pfQ+N8yNWWfz1TkhxhtQtRTPfPXEGCPUnpZBj4nB9Rzn03LUbwggbE6BdYV2gMR5vPK44TLHEbLDO0Ky3on2roxqESROxgKfIrBSn4EKW+mJ/PBJjpO97xnEkjJF2GORYdKpY2wog5Tt5DF2HC40isVJbtE0jr/eqUF/RRDuJZiIFhEzJo5Q4YppCNCG1j+QYhec79ux3e27v9sQc6cce33gunor3fv7ZpzSdbB7GWskdc5TwU748SUkHoqqfRTBamUwA2UJ2BhsasJ5iHbGoREk9R1m8VOsDjfNQLKfjoJtGIo6zJMpke9PFrpuTzFtRvBZxsbIN1AHm+cHQVtOA6ReoAeqfiuamlCa5GafDrr5pfXeM89vFrd/89jITtT/kl7zv5dWYY4oMo6HvB06nXhT1xkiOecppJmpbBRSUUFDHqlsrN0JBnrLGEkIQQWetoTkfSDES2kGK+THSjsN0HNZYQtOIpwnimQWZDVqKMZNUprELj5lV571UWEUbuys7qtRSRlGhLjGulEZRJUwjo6KyBRXhsoa2bWjahqYJhDpWQT2LODst4FfPos9hLaVq+tSiPouBL1X3CDOpvi9JASi4JGUcaaGLSZoXzi+1mT9zChmWII0cr+Tk83sn1t7iBjFnN1b1uPP3WsqY5Kw+//tU5/x3r3fRIb6N1S9ZHqKTei7MvBt6TnHk66sr+n6gCZ42NFBgu9lAgRAitlhs0UlinZDIrfdYbxXUMZMRGYyqhxu8la791fpCQZSsKnMJZ9LZBbdWvG1SuQxr1VspxxUn1MBSjaAUIXQXkdfUGHPhO5OimNLWnHNPTpHd8ZZh6DkeDgx9z+5ux93NHU3XsLncsNZG8KZtWK1WOC8T3GJM0repoac3XnLMFMXTt50AS0dRJ4xFm8wNAva4gAutyLC4AC5gfIuxHtN0GBdAK82H08ibqxuubw/sD4VTX1URUO9oMV49sX7FkrOoL6Lq7ZPOe0VzZxCpLO+lUiOuGZGlzAMHs+7QORWJRIzBpvvjCM/X994434/ayjPf1KRb53uaMqv1zYD7/FmxZEoqnIYebx3HU8+pP9EPK8aYsGocEx1u8lB1p5cyh6u5oDKKVOJZqG0YfJXWqPC8zRiX7u3GKieSNOdVw845YRITs2U6J2YeTVGbo+ebcWZITZ41S8tXHweZNh0Hhjgw6gwYYyAETwiBJjQ6U7QCHzM0WsWxatlhagxwTl6j3vCMLFDfY4XpVExlds3nUbiuRgHmRH8aGIZIzKXSXuc7QT0stftE5TInb7j0bO/cQOfPn2etS1jxPPqqKgrfa7T2D7L04p7JFJblVXjXq4r/EGQ3CGFWmDql8Oa452444VpPLpnD0OODZ71egbc0wbPya1EYKJJnkoSzaowosjsj6uzANE4uFC8hq3HSilQk+Bp9ZmjiBLAAuJovjdIvaZzIcLha/phqi6qarqWAjM5VyZk6wTAb9apkUonkHDkNR8ah583dNafDcfKcG9vx/NNPWG3XPPnkkqZraJuAdVZ0ejW/9N5PNEJyIWYt1RhHVX4ouUyj/qqns9bjgsOFBucbcIGYkHDbqnJhKjijpZZs2O+PvHl7xe1ux6gbolfSelKt25IyKucne4IB64Iq14/oFnq2LCzmrshf5xXL2a1W9cSHDPL7KY35nu/07QDcuUBSy51m/p978QoUM48eKEioIumb4LAi2184Rcm97g57rtuWtmvYHfZgkW4Ma+iQy10UoTS55neonzTTVGTd11Ubx8pjheaB5AzZ1zqbHq/x84HmIuissZgs4wFnsHqOucr08vJOG1P1nrlk4sJjHvsTx9OB4+nIMAxs1h3r9ZrVasVmvcY3fpL2jFlzb+/mAr2xTEONtIxV6k2sXluQVS1oWavMK0GbMXYiBpk8k/GrbEzKiKbS8cipH6Qzxyj3tX7DQm3sZMo5F+SAZbR0dmeZ9yVDRcXKlneaRGfvppjfE+N8iE87/exjP5Oq6TKfpkmt7/6uZuqNAhhhgMYku6qzDsMsiHy930vvYkk0q8Cz4QkXlxu60oq2T/K4EqU433XYpsFZI7u6NdiShaBu9WZWZ5jISsWbj9XXTV/jT6snKmhXv1XpR5MNqZhJxYECTnm6RCkx+CK5GikKghojjCN57Ol3d/T9iTcvXzCcTuxvrxnHkVXTcLHt+OTykmdPLghdQ7MReqBpmik8hcpRhhLlhJsERKHsGRlQxjhKJ0u2hhI8KQWiyZi2wXYNKbQM2dAUQ+c81npsKpiUCXnA2szerbhyLb85RP7lxRUvrvf0RVvzlLzgdBOqmWItEolhOQXFVE94usvO77SHb8mFYDmwnGP2bV1HXd8J4/xWxvd7XlTON74FmKYSIjxgoMv3179rnlKEEG0QJXZxvLJ77/oTx/6E9ZaL6xXYwrF/jrGFYfCQPZ4M0dE6Ed5yUdumlGNqq7izMROYmKgeQjf5UnDq/XKej1RCqQUCWaAKuOYkoEQFMEoNBUptlEKMI2ZVfIhwGhh3R/rDnttXb+lPR4b+SCmZy3bFdrXh4mLN9ukKFwK+FaUFlK1Ub7OSlC+bJGIwqWCTau1kQ0loN00SFNYhPaYmU5qG0rRkH4jF4LE01gv5IIIpmSaOWJO56tZcucDLU+Lzt3fc7I6MyrJCEVsdfTSFp5SaXxtKkZNa7HTVF9HUuzeaMcvXzP8+87gf4UG+E8b557X0Apkahp7/pK4C9MPA9fU1Fnj95i0XmzWrJkAHwfup7jULX0U1TidEaqfGv/hsMSjZBFJOJKIQrq28qtI1qxdfDgsqNVbUGCCrAnsch2nSmaFQksxy6fsTx8OOw27Hq5cvOJ2O7PZ3pDjSNULB2243bLcbuq7FeS9hZ/XupQaoGYrR6Kees8rIqnmmzt70XkfBi8RlS4N1UovtjyfcytGsG4L30wyVUgq2oC1vlrfXV/zm9IavX73icDjQ9/3vB2AWu3N5Zyf/j1mPxvkRq958tkpYguarzNQ34Hg68frNW3KMvLq85HR5wbMnl1hraVSpIE6yJlHatozBpDzlVs7J5Oua50yoai6kNJLSCee8cGgr+ACMMU6K6oKiWm0Wrh4zyzClLJPOckqTzKMpCUOmPx25vb3h9vqaL3/3O4ah53TcYwxcXmzZrNdcXl6wvdiyWrXCAFIGD6DdIlrIL4jR1eCjvsaggJa0h/ngoTiR9FSwx2fH/nDgdDzShZaubfHWU1IhIR3aFkvjDMUaXr15zb99+YYvv/qKu7s7TsO7xnn+L3PmE2eFB/iPtM5H4/yodY7sKpcGr8CSNYK0Uqpsx8DVzS0pJd5eXTMO4wQmnXRXb5IIITvnCa2gtdXHpJgwVjmhlAlQgiokhRpgzYrNZITVZZYi4SJKkytFdJByngfrlpwoRaZvx7Hn9uaat2/esN/dMQw9OSe6rlOPKcbZth0hBBk3qNKdlSRQQz2jnlParczkvSv0M5MS9DtXAK56+lzw1tGGBm/9JE9hlPBesgixHcaRUkZev33LVy9ecHV9TT9Kj2w1xrP0pf6l8z9NLSuVPG0e38o0PyyV/Nbr0Tg/dBUJ00z1mVr7g4K30tHgrcEbIBcOp5Gc7vg8f8F2vcI7y+XFVvRNn8A4RJxzdF3Lat3RtisuQwuucjwNgxqw0KqR9icfBM1VZDdHVSCwVd7YYsuc96Qo4lo5i1GWWkBU9o+jMCaZIXpz9YabmyvevnnDi6++lPeOPU0T+PT5c1arjh88f856vabtGkLw+MZhg+aYRiQs5YBQRLQmYqbCsGIEleBgZgMFAYgAIdiPkcYG2nVLF1pKFNTZ+gYwDDpO8eawpx9G/u3Xv+Iff/SvvLl6y93poOUi9LzMYfX0d2FCkLN248wu/j9uPRon/P58ZPlainiBCcVbQO4LmE66EFRSMRd69Za3tztKLtzd7fDO07UtTSOk8JQF8Y0pgTFSflHuq6CH+vtsmTxeKTMVzCgANEeMRjorksp+xKh6u6K2UAsGRWeZCNBz4u7ultubGw6HPSlKf0XXCXl9vV6x6kQN0Hs/8USNDv15qHnY6M0uHHr15CBMpFIJgzWKNFTaoOTBZmIUGSv1XhYSI2KljpQTN7sdt7sD17e37Ha7Kdc8u7pzOryEa6ZzeN6H+PAdMJ3b+9/zm97ykevROBfrWxmp7viSNtUgqUzvz6UIxcwFSokYIznf3eHIsR/I8XNWrczI/OTZM55/9hlPnlxirKNbrRnGyG5/wFnL8XTEWqu5nNURCZakHrDkkRyF+G41LPNBbuCqPJ50GPDQDwx9P+VW1ujQXGBMA2kc+fqrL7i6uuLlyxe8eVyVNUYAABqrSURBVPNGJCudZb1Z88Mf/oCua/nk6VOaEDS89TRNwHtHtlr/halrR9hMSrbIkEcRIavGWchSrihFWEL6noLUhXOMWAydb4SEYD0GT4lFfp/Mgic3nrEM/PMvf8Xnv/0dP/3Fr3jx6qUOA56XgZnHOx2DIt+1Va4yDB60tGVw/Mdf/+mN80O8pr5DH8UwzeL/608L88VH2UcpFyiJ46mn5Mzt3Q5nPevVmqZt6LqOqCp51iaylVDPWtGqtTBT9NBsTfVy6+8xRhgv2dQmaimLlJSkJW26WQvFWAnHS2HsTwzjwGG/57C743Q8MPQn8eoqwrVadXRtS3vPY1avWdk9Z5FgPVVZ6xSqaEAtB5lcM+hzeyizX7LGak+kEDEoqpRQpnRaxK/HyNXdHa+urtgdjoxxfCcVXAQ259fq7FXfYJjLMOlPtP7TG+fHLblCNd+r+33NC8co7U+W6kWMYI8FDsNIHyO/+PXndM0Lbnc7nj//jB/+4EjKEj5eXl7gnaPQSJe/FY2anIuMLFBDNGQhLACVIzumNB2f3HligLZkGmcpOZHiSMqZYR8ZxoFXL15wOO758ndfcHdzQy6Fddvw7NkTfviDH9B1HU+fPMUHUc1zzhFaeTROvmVRivySw2EVVSYlqXHWEQxmopDDZKC1UKttX6GhOI8r6GAhhGhhjRqoIxtHHxO/evmKtze3/I9//RX/9svf8GbfC/+5blg1otHfWVPfiqrDcpP+E1rf71n/aYzzwVGAekHMItT5Vp+F1AOn2qOpzBJ5f+2mcBpqzu+CmDMpw91+z+l04vL2lqZtWa/X7PcCXnRdRw4Fnz0YM3lMEGpa7aC3ZKwCKfWvSl6vurKi9zr/f1bjzElGOPR9z93dDfv9nuN+z+l0pGmEsN61LZvNmrZtaZogZZ3JY7q5plmpd6aembkeS6l5psp16CamUPL9KzJdD6PsKA0gBLSd8n3V4ysQU+b6bsebmxve3Nzx+mbHKc+fPFVDygO/bQnd3rsffv+98NDP/7Dh7n8a4/xDLbMwuDrpeMJHtRSwHFMgw3P0ZgNRjqdwyoW+RL589Zqb2x1vr675+vUbnj55wl/91V+xXnU8f/4ZTQg0bVCDBCiTkXiL1PaKEAoEdIlqFPXfKsQ1ikrB2Pcc9jviOHI47InjyN3dLWMc6dqGrv2U7XbLer1ms92w3W4nCUvrHD4ImV0eHZVo4KwTZUGknim/u8zS56BeX86HTInXMXsVHa3AF+Ctw6r8Z0kZ6xpCCBQXKE3DiOHt7Y63t3f83f/3j3z19dd8+faaQ1bK8ALbEXy9mk7dQCqQNl/bCXj7YMP84+Sgj8bJB+adtRYHcuMvnq/5StEShoE5vNJOE7TGGHWswfXdjv1uzzAM9H3P4XCk7Toutls2mw2pSSIEZue+wprzBWcxwQrLJ0bVjx3PjDPnRMmZ4XSkPx7pT0fubm4Yx5H97k6ExEbpvthut7Rty9MnT7i4uJB8s22n3NJai/VuIqBXXZwK6Di7qGGa2dimU1Q7YjTeT0UbzCdt1/m1leBfELEvaxzeNRQfyL5hTIn94cTV3R2//u0XfPHyJTf7I0N12xMlcz6CCd1l/nn9/0ru+Lg1xQof+f6H16NxfsxazPAENUC9QSsX1pRFJ78R+UmjtbNiLH5SmMqkktmdToxX1+z6nsPpxGaz5ur6ilXX8uTJBSEEJcZXI2USrp65eWjAp4V/CkN/Io2R0/HA6SilkTj0VDDLOcvl5ZbgvRqkhNhd1+KbMHnNtut0TKF0hCRVwHfe4a0jmTxTvAsURIh6ah2xTMfNwoNSisijZHnO6emNUQAsZxzeC/MoYWRSW8y8vdvx41/9mpdv3vLV61ve3PX0JcsdXXnEQC3LTGFu3UQr7U9VISY9I85e+AHrD5+rPhrnxy5Tzo2TuaevEulrQ3AxZvKgqJ6pU/9bsgBFu77npu8Jt7e8+foV6/WK27tr1qsVP3z+nK5TpNQ5GdmeEyVGmfyMehpraLzX8FqM87jfSyh72HE87LAGvJHxgpuNcGIvtlvW6xUXFxe0rXBknRfVO+89oWloV6sFg0bGIhYSvmlwIQjwtJgeZkwWbR+p20z37pK6V8s/JUuJwxQxTiiMUfRxXQg4HyjWkRHFwL4kru52/PTnv+Dl22tevL3jej+QRQRBesNSHbu3MJspL2aW5Fw89+e2Ho3zW6yzyVAs5qfcq1eXUqZanzjXWZ44633qnZuMsrJQjHEYspC4kTkep2Hk7fUt+/2RYRgJPhC8jMubmDU5YWISL1TrnJqbWuW/5ThQUqQoautDYLta0TQNl5cXNI2UcZqmUeK6VcPUcolTEbBcJt0h0WCVzSllhMWzIESI59Sb3jIhyRWsEracEUU/5caKCEH9T2iMliLkBiPzZYrx7I5HXt7u+OLlK7589Zo3t3eMKaL8iwktngyuMkOMbo4LfK4CU+a+gf6ZGOujcX7gyout2NpzKCCX+pc6DA2nrBqgtUZmbhpDHgdyKljjsA5sTpQSpW5XCuNp4PDytajxma+oajYSioJ1yOyTMqsFToV/1CEAXQONN1xs11xcyDiHTz75hK5refr0GU3j2WzWBCUUOO/xXrzVsrE5powtSlywom8EkGJmjFFUe0xZeEYjGrk5k63IYKaied10zCozWmTsU20sNwaMt9KyZRzZGLJxFOd5uzvw45//kt++/Jqf/vJzdqeeE4Vi53JqnWAtF8LMjKk/Yy/50Ho0zg9dNe9fIIEVBSz3XiIoYZkQXJOVSKA3iXG1jUproWUOG8XOldZWJJdcwg62pplFHZQaYx01WMe4N42jbYR9tNlsWK82dKsVbduqlmwgeGH5OOfFY1XFAS2ZVJU+nZKgw3vqHW8xdh5fKIck4WSVQZHvqltLVWyY+HNl+v7nvSFM+XnBcIqRfoi8vb3lxevXvLm+po9JZm4qMjuXlObzv2TjFebfN61F2an+Tnm4Z8R/+JTy965H4/wWa1n3MuhEY84xuuWlrP+e+58LJotmHyVjjaEJDmuDkMJzxhiHt1LTTDFONxf3PhemMSXAFDWKBI81uCAzQTarhuAdlxcbVl3D0yeXPHtyyWa94tNnzyTn3K7xztG1rZRmghim5Hl1voqfjUTDWzR0NFaMzhiDjRGbxENmRO5kVHU52wSsgWRkQrbJhToOLceMM0apedPpooaiST3nm7tbvr695ae/+TV//88/4vY4cDtExgzJzyoLUDfEc+S1XrEp15QLK5FQVcH7M/Oqj8b5LddEVLhnMrOByv9Vum1RjzlB+YVJK+gho6vtUouUaAFkzA915JyQEDR8tgbvDNZZUbtzjrbtaIKj6zq6VUfXrWi7Tlq8KgVP80qnnF27pOQZc08JvgaiyxxbI4DpMPVMKMglY9zNVGWqkUSt/VbKIdPmN0cfsjkZFVSD3fHIq7dveXtzy93xxHGQaWpTB5r5Buf2Tfa2LKVMT/1+4/xTmu+jcf471vJmMO88c/7vOkODaY5j/cH5e+aG6VlUbBmyGtAQVMYKeizeOVZti/eOzXpFCJ7Liw1tE7jYblitWsk5txu6tmG93eCdo20bnLOixu4khMXK3BRr7SzYXLFoY1QYuj43R6cyQtaKal4UKl/Ub17V0IccSTHROId1HmsKznpImdRL90vW35cRJfe+GMYCP/3N5/zt3/89r2/3vN6PxCJ5JuqEs5y8Pzvv9+9Zj8b5h1zLdKksn1oGqcukaH5OcBS5uaTyYCby+gTw6M+sFS1bZ9Q4vSeoqnrXdYTgWa1WQlhfr1h1LW3X0bSteM0QRLfILQgF2ig9e0zdRM48p36jRX5XzFICRZ+bkmH5HtO31Ihiys3tLF2SJ1RVfl82YqCnceSUEtd3d7x6e8XtaWRIc56JWfzupWG+L0f8Nvb7QTlmWfz90Md/3IbxaJwfsc5Q+uXzMNc47/2wFJmKlRUgwRlk65d6pDUWb40oehhPFXA2pSjaa3BOvGrTNITQ0DhH5zxNCGzXG5om8PTpE5om8OTJBW3TsN2shJbXNay6luA9bduIgXtBkF3TaDhbjUM9o5m2BoU/xfMvb7aiXiuOMsg3w0RVdLYoTU/C2RqqFvV2RkEyMVqr3zGAeuwxJf7pZ//KL3/7Bf/yq895dXPilAsDM9hTYJayrBJ6y4v0zvpjITvf9Lkf78kfjfMD14zMlim/nH6mRmSKilctDLRmVILEmhkhrOCKER3cmq9OFLyaixrp1Lcadnrv8WqYTQiSTzaB9WZN0zRsNhLWrtYrukYEnptWZ3Z6rzVLMw1xNUthrolnpN/4gbyz/lW9Vs4qGKYkC2NU3N5AnMIIzS9hIgjME6Vr6Cx11QSMufDy9Rt+9fnnvHp7zX5IROYRB7MdLvCAyYM+ZBTl/I3f+no/8BnvedEfyvwfjfODl5kNtBLf1YCctVPTrq3IYO3BrEYo75SZKaUKUxva4GlDoJLVS8lEFeRC3yej0y1NaGlCy6oJXKxamqbl8mJL0zTK8mnYbDe0TUPbilKdD4veS5XkMBN1DUAme5kl6rRYtQxRUdDJeDU8Nxasd2QjE8GK0uyKYaL1+downQS1lbF8wpsNXUsucIyJfhz5+Rdf8Pbmlp/86rf84sUbbo89IxJsWGenNrC5PCI5b+XJvu/6na+PNaU/fm3l0Tg/at2XxDRUrVhnzdTHWZuJzzwkeu+XotxYlMTuaXxVaxeJDls4I9d77UYJPhCcl5yy62jblvVaWD/1cdWtZLpX8CJebTmfLLb4/9o4Molsn33X89JDmWbnMXlANFIw3mk4L5llzlmBGiagSeh6iVLS1KNpncU1LSVl+iGy6wd+/bsv+errr/n85Su+urqbPabWh0sx5HHR0UINpw1zEP3udZv/vvfdPmj98Q0THo3z45aGZHVVoxOjNDgzq+JNr0d0eyYPWmQQiHUWbyA4SxvCFA6XUkjqOStW4rXU0TaiUNC1HWslFKxWHW3T0HUtTVgaZa3D1G7Kc3hKDk/mktSU09hF36W+d/qmGiXMoWOZcso0PYpxiDHOXtgoh7HWMY0S+Y3zZO85Dkd++cUXXN3c8rPffMGLN2+5ORwlDy+QqiFOo+MX3rteB2POrs13eT0a54eue4ZZvWj1llZzx+W4cXKWac2loGLi2KoWT8BbQ+s9XdPMpZRSyD4sDIRpPIMAQoF110lu2QrwE0JgvZq1faQ8cnboE8XNwFSDzPWmtwpmZSGuP9xKNysx1PwRI58RMUpAkPdZt/zlmmdSdGqbwTqPszJxO/vAPt7xs1//mhdfv+ZHP/81r65uKE5CWeUsyLlPVbrSqRvM94/w94S23431aJz/jjVnn1DrCXJjl8k4neZA1krf5aSgKu5G7zppj6rF+aDhrfGhIkmAmcgBIQSCKhW0TaANnuDlj9PxDgIc6fHJATIFnDVfK0UJ+ZInn93OZfacs5HWMs88usHosWWK9GfWvcQavE5uzkkJ7xpj2OCw1lF7sU/DwPXVNa9ev+GLF1/z9du3HIahTomQj7SS0+dSG7QXKhNngFCVPVl+l/dfxW8Xpi7c859oPRrnRyxz/08NVTV5c1ZOrLNaHsmSqxVjZI6lhrelQKkasilicyY4x1qnU3sfplwWmJTjQpBWru2m4WIjos61TCLhrJ9UB2TVMFARUuW3xpxkA/EWY+yCLa7vUgO93+dojKG4ylASkxtKYaifZyzeOprQYEqhjz0lF62jWtarLd1qxaHv2R1PXO+u+ad//Ve+evk1/+On/8bV7R37lCXPVON0TmZ+xpjIg0iGVoXBomoQJYsw9+TZP+iKfoCB/onWo3F+xBKjXNK0F95QiQNWd/rgnSK2WQYI5QWKq8AQOU+EA3lP0NC0k/rjMoQs4NU4u9ZPXrSCRdUohQ64uJ3uw/3Vc6I9lGfpmwIsmh/WG71+L6MeVMol+u+KABtBTWu9V1BU4eYG57HW4YygrX0/cH1zy5urK758+YpXr6/Y9wN9zJK/TruffPcqq3n/C1VQ6mwT+f0Vj8Uzv9/o/j2m+7HO9tE4P3AZhewlz6xljjKBPCYLIBScowuBTdsKDJNack7E05GcMuNpIMWMq0aaEiZnGmu53GxompaLyyfCf62oqoaHwQd88HSNYb0SoKhpRKkvOBlmNLVvsSj96aoMnpSq+PUcvs5avICR1jRTQ2rAVQN05owPXFygWCsN01k3BiUaNEZy5e16S9MEjmOiPw589eIVP/nFL/jVF7/jv//dP7A7nrg69kQgWp2nqd0xKUMcRzlXdSJ2Bc9yftcw/4Th5x9rPRrnv2sZzqnackdYDbm8czQhyGucpWSHS4lsI2UU9k9tBzO1Pqqes5ZJKjndACmJ1KRXb9mEQhOyCE/72uJVhcYW9+eUmp0XEZYhazXMqj1rFm+W76MKDlqXlUntc/RgtUPFCq4kjwVMMXhvp1zaO894OLE7HLi+ueHV6ze8fnvNzd2O4xBlhiZM1LzpT6kdJYY6Wvh9qOwf2jbf52Pfee7bO+T3rkfj/Ih1Hs7W2ctMAFBwni40rFcrnlxeyI1pjAhx9QdSjNz5W4a+l2FCKdF4R+sd667l6eWW1XrDZ88/E5U7rd/JWPhCCA3eB7wd8K5X2ltVKKj5aT3YGuaeo6z1ixQKKaXJOOUz5DXOygBfq4N9jeaSZ+mc5tnROnASsrbW4YqhRVDrjWuVoCGxxhef/5Z/+fm/8eNffs7f/fhn3J169n1iLJCMkhh07mHOReRPlJo3lXGKDHiqQFet3YJqNX33wdpH4/y4NXvLdyIoM7NvnBP9HW8trXNQMqOFFEeGU48phZGRhAhtec1Rm6ahbYOIbPmAdV6MMyZyyfjQ4H2jiHCePG5FXYGJx1OTz6XhzsZZpnxuDmnrd5i/R6UM2roJnJUqxBDMpNDncNZLjyYObyxN0+GMZRwjY4xc397x1ctXvHj1NS++fiPKD+gMX7vYWOrvyUsouVR9tTOC/dmmU+A/tJTyB/rVj8b5UUsZMPqvpL40FoPJiOJBhCZ0+GfPWXcdz59cYkth2N8Sx5HN5RuG45HD3S2nw54n2y1PLzc8e7rh00+2tF1H1xqcAxOUapeszmLxolhHEO0gq8NzDdN8TjshrTOCCbORTmCOqZO5raonWKybpTBrZ0oyZpILmXLQhTfufKD1YUJVxbAsyVpO3ZqUMz/6yU/56tUr/vs//YR/+Mcfc73b87ZIz2exbiqFGEWz9VSfP1Iwyq61kwnWHanCWctemD/k+tMmso/G+cGrqFJ4WZS+hSie9H445YLLEG3Adhua7YbLT59jKQxtQxwH+f/uIKrtZFarjlXXsF61bNYtoQl4b0RfqLFgnYhsFaTH0hqN/dRIlLg+GaHyc4UGqOF39aBmroPWqdgSGrvZOLVGWTs+sqmt1EqQt/N0MRmy1GB9g/MB1zRkDAOiZDB0K4aY+M3NHb/46iU/+eol//LlS1KpgmhSfgFBs2t5qq53TeK85lje+Vn5I9jRN3/gH8tkH43zA9cZg6fyXvWGrzfJOI7s8o6r6ytevnxJGp7xl59+wqpt+OFf/AWOwm67ZjgeuNms2N/e0AZH6z2r9UqkKLuOzXYrgFC3AmsZYlZJSpkQ6krBlzzlnDAbZ9EhRVnZScIVKNMEstlzGkIQSRLn7BSeVqNcelwM05iEWrZxrsqZzCoK3ntRKRgjx/7EL3/2M65ubvjbv/1bfvmbz/nqy68ANMyWz5dz+a63e9+N/z1IK9+7Ho3zI5Y150GTsbUcL3nQMA4MQ+H2NvD69Wu8NcSccN7x/PlzWu/Yr1rG04F149mtVwp6RNquIzSBpm1YbdZS0+xWGOs4jYkxiQJ6ygVX5kFGNcysq2SR0LRqoJUlVKd2GYN0klhLmPo5VbT6HK49M9CqGVS9rBinhMXocXjvZdpZHjkcDvzkxz/md199xd//wz/w689/qwoJTKF0zgJKyXNzffbbeKTvs4E+GudHrKQKeq7S0/T5MzaNMQzjwPXNNdYUfv7zn/P0YouLA9vViqfrjvWTp7TOMjy5ZOxPjP2R9Vr6Mb3WN60ipsY5GuvwRbxmwWBywia51Sewpx6LCjxXrVg9pAWBYEZxfePnAbWKer7DsKm5rIbPdVaoc6o/ZD3OBWLO7HY73l5f848/+Slvrq75xx/9M6/fXnF7dzcRH0RGdIKtFsefH7C48s7/TQS9B0Lb70GJE3g0zg9eedEiFUIj5ICYZJitErutFsmP/YnT6cDd7TXH2xuebLfk04FPnz3l//zf/yvPn3+G++wTHIX93S272xucs0rPE91YZ1WAy3u89dLB7BzGOkqMMI5njq4a4nQ8C51YJg9YjdWooZ2XYd41zEpkqG1fcozVS1prCaEl+Ibb3Y7r62t+8Ytf8t/+r//Gq9dv+MUXL9ifehLVMMvcYVKKeFAvvawpvW9eSQV8/jhwz5/bejTOD1xm8XifNvbQhl9KIabE4XTCGnj58hX98ciXn31KiZFPLjZcrFd4zTfrxGnnpV/TelE7sN5T1DirTKXxXvJAzo2zFESKs1S623xkNbytX0IIBXbOKRfllOlLTcZvJn6scfMYQOssp77n7m7Pi5ev+NnPf87nX3zBmzdX3N7uiHEUD46USaoWUim1Ebt6+Ped+f8M5ni+Ho3zI1ZVO49RQspca95G6Qn3HI/U9m7Z3d2xf/uWddsw7G75i+ef8X/81/+N//Vv/poQApvVs8mDOefptluc85JzOke2bkKFUxGJSWdaYM7TJs5siszjER6qSyyH+zwcwk7vrdZfUWFrdXSDU7Ewz8tXv+OL3/6Of/zRj/i//5//l5vdga/e3DKmRCLjLMQs3V7Wy8iHmBJZif8y1fses+k/+Xo0zg9dS48Cc0vT9OOHby8J5QrDkHHASQfXRs0Z5/qj1g6r5MlC68caowKbs2KBWXq7hesx2g0j/5ienQ682tz5cb/n+97/95JtZCSMHseR0+nE3W7H/nAixkjKZW67XB7G2Tr37o9Llvmg2ZSP63E9rj/Zsr//JY/rcT2u/4j1aJyP63H9ma5H43xcj+vPdD0a5+N6XH+m69E4H9fj+jNdj8b5uB7Xn+n6/wEpnozzAHJbrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://shijue01.cognitiveservices.azure.com/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFuXSh_Q1YnxGkpoWK1HF6hhy/it/u=3512705239,269489344&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"dd748cf10bf9404399e5416d9399e218\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
